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a/docs/evaluation/Vergleich der Ergebnisse.md +++ b/docs/evaluation/Vergleich der Ergebnisse.md @@ -1,10 +1,10 @@ # Laufzeiten -| Laufzeiten | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | -| ------------------------------ | ---- | ------- | ---- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | ---- | ------- | ---- | -| **Bei Autoren (s)** | 0.09 | 0.14 | 2 | 2 | 3 | 4 | 8 | 8.5 | 20 | 30 | 70 | 80 | 90 | -| **Insgesamt (h)** | 3.42 | 3.44 | 4.26 | 3.19 | 2.93 | 3.42 | 3.66 | | 5.62 | | 2.04 | 5.14 | 6.68 | -| **Durchschnitt pro Datei (s)** | 31.0 | 31.2 | 38.7 | 28.9 | 26.6 | 31 | 33.2 | | 50.9 | | 18.5 | 46.6 | 60.5 | +| Laufzeiten | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | +| ------------------------------ | ---- | ------- | ----------- | ---- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | ---- | ------- | ---- | ----- | +| **Bei Autoren (s)** | 0.09 | 0.14 | | 2 | 2 | 3 | 4 | 8 | 8.5 | 20 | 30 | 70 | 80 | 90 | | +| **Insgesamt (h)** | 3.42 | 3.44 | | 4.26 | 3.19 | 2.93 | 3.42 | 3.66 | 3.54 | 5.62 | | 2.04 | 5.14 | 6.68 | | +| **Durchschnitt pro Datei (s)** | 31.0 | 31.2 | | 38.7 | 28.9 | 26.6 | 31 | 33.2 | 32.1 | 50.9 | | 18.5 | 46.6 | 60.5 | | # Datensätze + Gesamtanzahl Zeitserien: 397 @@ -13,138 +13,138 @@ + Anzahl an Zeitserien mit nur Sequenzanomalien: 158 ## Gesamtbewertung nach AUC-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- | -| UCR | 0.156850 | 0.059389 | 0.138533 | 0.088392 | 0.069477 | 0.085236 | 0.028041 | | 0.487206 | | 0.048985 | 0.495182 | 0.283830 | UCR | -| SMD | 0.639394 | 0.369237 | 0.495851 | 0.665737 | 0.565370 | 0.531140 | 0.539890 | | 0.260908 | | 0.182353 | 0.486307 | 0.162970 | SMD | -| YAHOO | 0.075395 | 0.092730 | 0.117107 | 0.117266 | 0.561562 | 0.148188 | 0.443957 | | 0.699444 | | 0.409909 | 0.150503 | 0.144445 | YAHOO | -| Exathlon | 0.844513 | 0.962806 | 0.958102 | 0.862358 | 0.654310 | 0.874519 | 0.733875 | | 0.617690 | | 0.245106 | 0.257618 | 0.563481 | Exathlon | -| NAB | 0.526439 | 0.314587 | 0.486528 | 0.300305 | 0.223347 | 0.332227 | 0.153306 | | 0.401505 | | 0.144844 | 0.495381 | 0.311100 | NAB | -| OPPORTUNITY | 0.420658 | 0.733153 | 0.923192 | 0.651235 | 0.619160 | 0.649867 | 0.545535 | | 0.365381 | | 0.153396 | 0.158653 | 0.298396 | OPPORTUNITY | -| WSD | 0.427387 | 0.040993 | 0.216542 | 0.240276 | 0.303128 | 0.251057 | 0.209492 | | 0.146372 | | 0.141918 | 0.539254 | 0.044597 | WSD | -| SVDB | 0.506002 | 0.311936 | 0.558896 | 0.459209 | 0.197103 | 0.476835 | 0.129879 | | 0.809036 | | 0.044940 | 0.356140 | 0.538270 | SVDB | -| SMAP | 0.604826 | 0.299302 | 0.484416 | 0.273159 | 0.329931 | 0.385082 | 0.278827 | | 0.648913 | | 0.180797 | 0.510341 | 0.453816 | SMAP | -| IOPS | 0.332866 | 0.231569 | 0.372849 | 0.403523 | 0.265889 | 0.368163 | 0.320195 | | 0.068715 | | 0.116787 | 0.263492 | 0.070598 | IOPS | -| TODS | 0.239024 | 0.076521 | 0.124321 | 0.163915 | 0.303786 | 0.172369 | 0.205671 | | 0.448703 | | 0.100820 | 0.166507 | 0.410649 | TODS | -| Stock | 0.146590 | 0.143940 | 0.148428 | 0.133570 | 0.929344 | 0.133646 | 0.519232 | | 0.114476 | | 0.112061 | 0.115033 | 0.096103 | Stock | -| MGAB | 0.008996 | 0.004336 | 0.027123 | 0.032097 | 0.003855 | 0.015268 | 0.045860 | | 0.085299 | | 0.002209 | 0.567335 | 0.325650 | MGAB | -| MSL | 0.629533 | 0.386085 | 0.493320 | 0.267256 | 0.307033 | 0.394283 | 0.237442 | | 0.371438 | | 0.151228 | 0.442670 | 0.313525 | MSL | -| NEK | 0.709458 | 0.630339 | 0.891733 | 0.816021 | 0.685573 | 0.836145 | 0.667421 | | 0.346973 | | 0.363561 | 0.554506 | 0.119174 | NEK | -| LTDB | 0.455324 | 0.521341 | 0.489411 | 0.461335 | 0.354462 | 0.479711 | 0.276735 | | 0.765819 | | 0.203241 | 0.333160 | 0.589828 | LTDB | -| MITDB | 0.366934 | 0.169557 | 0.377853 | 0.201810 | 0.160153 | 0.206999 | 0.113066 | | 0.583808 | | 0.051628 | 0.385195 | 0.500834 | MITDB | -| TAO | 0.140526 | 0.125817 | 0.149144 | 0.339781 | 0.994857 | 0.344060 | 0.993397 | | 0.129147 | | 0.167995 | 0.139803 | 0.108733 | TAO | -| SED | 0.031421 | 0.691484 | 0.020994 | 0.026231 | 0.029325 | 0.031663 | 0.030497 | | 0.710575 | | 0.082198 | 0.109660 | 0.707453 | SED | -| Daphnet | 0.536827 | 0.496579 | 0.468647 | 0.192057 | 0.381499 | 0.192069 | 0.132234 | | 0.036445 | | 0.129509 | 0.252282 | 0.033893 | Daphnet | -| SWaT | 0.123133 | 0.702432 | 0.756700 | 0.757484 | 0.738718 | 0.757687 | 0.737695 | | 0.111152 | | 0.120683 | 0.113563 | 0.110376 | SWaT | -| Power | 0.203760 | 0.073981 | 0.078866 | 0.064665 | 0.072400 | 0.064665 | 0.064788 | | 0.507629 | | 0.086245 | 0.175035 | 0.160167 | Power | -| CATSv2 | 0.476434 | 0.139416 | 0.474705 | 0.481625 | 0.411894 | 0.437868 | 0.358071 | | 0.455611 | | 0.071542 | 0.511976 | 0.482166 | CATSv2 | -| **Insgesamt** | **0.394** | **0.304** | **0.407** | **0.352** | **0.366** | **0.354** | **0.313** | | **0.444** | | **0.156** | **0.374** | **0.292** | **Insgesamt** | +| Datensatz | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | Datensatz | +| ------------- | --------- | --------- | ----------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ----- | --------- | --------- | --------- | ----- | ------------- | +| UCR | 0.156850 | 0.059389 | | 0.138533 | 0.088392 | 0.069477 | 0.085236 | 0.028041 | 0.465144 | 0.487206 | | 0.048985 | 0.495182 | 0.283830 | | UCR | +| SMD | 0.639394 | 0.369237 | | 0.495851 | 0.665737 | 0.565370 | 0.531140 | 0.539890 | 0.131250 | 0.260908 | | 0.182353 | 0.486307 | 0.162970 | | SMD | +| YAHOO | 0.075395 | 0.092730 | | 0.117107 | 0.117266 | 0.561562 | 0.148188 | 0.443957 | 0.435473 | 0.699444 | | 0.409909 | 0.150503 | 0.144445 | | YAHOO | +| Exathlon | 0.844513 | 0.962806 | | 0.958102 | 0.862358 | 0.654310 | 0.874519 | 0.733875 | 0.420990 | 0.617690 | | 0.245106 | 0.257618 | 0.563481 | | Exathlon | +| NAB | 0.526439 | 0.314587 | | 0.486528 | 0.300305 | 0.223347 | 0.332227 | 0.153306 | 0.396635 | 0.401505 | | 0.144844 | 0.495381 | 0.311100 | | NAB | +| OPPORTUNITY | 0.420658 | 0.733153 | | 0.923192 | 0.651235 | 0.619160 | 0.649867 | 0.545535 | 0.366866 | 0.365381 | | 0.153396 | 0.158653 | 0.298396 | | OPPORTUNITY | +| WSD | 0.427387 | 0.040993 | | 0.216542 | 0.240276 | 0.303128 | 0.251057 | 0.209492 | 0.082639 | 0.146372 | | 0.141918 | 0.539254 | 0.044597 | | WSD | +| SVDB | 0.506002 | 0.311936 | | 0.558896 | 0.459209 | 0.197103 | 0.476835 | 0.129879 | 0.798760 | 0.809036 | | 0.044940 | 0.356140 | 0.538270 | | SVDB | +| SMAP | 0.604826 | 0.299302 | | 0.484416 | 0.273159 | 0.329931 | 0.385082 | 0.278827 | 0.601232 | 0.648913 | | 0.180797 | 0.510341 | 0.453816 | | SMAP | +| IOPS | 0.332866 | 0.231569 | | 0.372849 | 0.403523 | 0.265889 | 0.368163 | 0.320195 | 0.068365 | 0.068715 | | 0.116787 | 0.263492 | 0.070598 | | IOPS | +| TODS | 0.239024 | 0.076521 | | 0.124321 | 0.163915 | 0.303786 | 0.172369 | 0.205671 | 0.462057 | 0.448703 | | 0.100820 | 0.166507 | 0.410649 | | TODS | +| Stock | 0.146590 | 0.143940 | | 0.148428 | 0.133570 | 0.929344 | 0.133646 | 0.519232 | 0.095333 | 0.114476 | | 0.112061 | 0.115033 | 0.096103 | | Stock | +| MGAB | 0.008996 | 0.004336 | | 0.027123 | 0.032097 | 0.003855 | 0.015268 | 0.045860 | 0.084411 | 0.085299 | | 0.002209 | 0.567335 | 0.325650 | | MGAB | +| MSL | 0.629533 | 0.386085 | | 0.493320 | 0.267256 | 0.307033 | 0.394283 | 0.237442 | 0.409835 | 0.371438 | | 0.151228 | 0.442670 | 0.313525 | | MSL | +| NEK | 0.709458 | 0.630339 | | 0.891733 | 0.816021 | 0.685573 | 0.836145 | 0.667421 | 0.379153 | 0.346973 | | 0.363561 | 0.554506 | 0.119174 | | NEK | +| LTDB | 0.455324 | 0.521341 | | 0.489411 | 0.461335 | 0.354462 | 0.479711 | 0.276735 | 0.743642 | 0.765819 | | 0.203241 | 0.333160 | 0.589828 | | LTDB | +| MITDB | 0.366934 | 0.169557 | | 0.377853 | 0.201810 | 0.160153 | 0.206999 | 0.113066 | 0.594424 | 0.583808 | | 0.051628 | 0.385195 | 0.500834 | | MITDB | +| TAO | 0.140526 | 0.125817 | | 0.149144 | 0.339781 | 0.994857 | 0.344060 | 0.993397 | 0.103834 | 0.129147 | | 0.167995 | 0.139803 | 0.108733 | | TAO | +| SED | 0.031421 | 0.691484 | | 0.020994 | 0.026231 | 0.029325 | 0.031663 | 0.030497 | 0.722020 | 0.710575 | | 0.082198 | 0.109660 | 0.707453 | | SED | +| Daphnet | 0.536827 | 0.496579 | | 0.468647 | 0.192057 | 0.381499 | 0.192069 | 0.132234 | 0.033420 | 0.036445 | | 0.129509 | 0.252282 | 0.033893 | | Daphnet | +| SWaT | 0.123133 | 0.702432 | | 0.756700 | 0.757484 | 0.738718 | 0.757687 | 0.737695 | 0.458896 | 0.111152 | | 0.120683 | 0.113563 | 0.110376 | | SWaT | +| Power | 0.203760 | 0.073981 | | 0.078866 | 0.064665 | 0.072400 | 0.064665 | 0.064788 | 0.496250 | 0.507629 | | 0.086245 | 0.175035 | 0.160167 | | Power | +| CATSv2 | 0.476434 | 0.139416 | | 0.474705 | 0.481625 | 0.411894 | 0.437868 | 0.358071 | 0.452377 | 0.455611 | | 0.071542 | 0.511976 | 0.482166 | | CATSv2 | +| **Insgesamt** | **0.394** | **0.304** | | **0.407** | **0.352** | **0.366** | **0.354** | **0.313** | **0.383** | **0.444** | | **0.156** | **0.374** | **0.292** | | **Insgesamt** | ## Gesamtbewertung nach VUS-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- | -| UCR | 0.198780 | 0.058773 | 0.152678 | 0.084437 | 0.065443 | 0.089552 | 0.023293 | | 0.486822 | | 0.051489 | 0.514326 | 0.329748 | UCR | -| SMD | 0.663191 | 0.342406 | 0.467257 | 0.629404 | 0.545045 | 0.478742 | 0.483944 | | 0.254537 | | 0.134985 | 0.544696 | 0.163803 | SMD | -| YAHOO | 0.307653 | 0.135664 | 0.163729 | 0.192366 | 0.512096 | 0.219787 | 0.417416 | | 0.781824 | | 0.381508 | 0.451001 | 0.502031 | YAHOO | -| Exathlon | 0.847945 | 0.964836 | 0.959173 | 0.864301 | 0.657757 | 0.876372 | 0.735253 | | 0.618051 | | 0.240338 | 0.262478 | 0.562449 | Exathlon | -| NAB | 0.584112 | 0.342137 | 0.511398 | 0.308303 | 0.248091 | 0.342007 | 0.173732 | | 0.427477 | | 0.165966 | 0.532450 | 0.341432 | NAB | -| OPPORTUNITY | 0.426326 | 0.736264 | 0.924516 | 0.651269 | 0.632799 | 0.649931 | 0.563772 | | 0.351828 | | 0.159200 | 0.149548 | 0.295398 | OPPORTUNITY | -| WSD | 0.531110 | 0.027487 | 0.155366 | 0.155950 | 0.224922 | 0.157612 | 0.130270 | | 0.173060 | | 0.102346 | 0.551041 | 0.083204 | WSD | -| SVDB | 0.445531 | 0.307322 | 0.523984 | 0.435722 | 0.199785 | 0.445289 | 0.127489 | | 0.811385 | | 0.050189 | 0.383000 | 0.591484 | SVDB | -| SMAP | 0.727079 | 0.327727 | 0.566842 | 0.302212 | 0.336818 | 0.417852 | 0.273214 | | 0.657738 | | 0.172499 | 0.597854 | 0.558287 | SMAP | -| IOPS | 0.365055 | 0.134518 | 0.260372 | 0.192815 | 0.205826 | 0.192837 | 0.213044 | | 0.107988 | | 0.123657 | 0.380817 | 0.116527 | IOPS | -| TODS | 0.586493 | 0.487386 | 0.552877 | 0.529843 | 0.575941 | 0.538194 | 0.522228 | | 0.739257 | | 0.485079 | 0.691125 | 0.780280 | TODS | -| Stock | 0.805375 | 0.735886 | 0.825382 | 0.771612 | 0.939925 | 0.771658 | 0.817960 | | 0.738198 | | 0.710487 | 0.747567 | 0.691512 | Stock | -| MGAB | 0.008269 | 0.004379 | 0.005551 | 0.005403 | 0.006988 | 0.005586 | 0.025419 | | 0.036645 | | 0.004639 | 0.634748 | 0.238613 | MGAB | -| MSL | 0.734244 | 0.448709 | 0.523310 | 0.295208 | 0.346350 | 0.428048 | 0.305128 | | 0.441543 | | 0.186700 | 0.544711 | 0.368746 | MSL | -| NEK | 0.764836 | 0.649735 | 0.929171 | 0.827283 | 0.714845 | 0.858349 | 0.689697 | | 0.317927 | | 0.395130 | 0.687020 | 0.132908 | NEK | -| LTDB | 0.510507 | 0.566359 | 0.534873 | 0.512266 | 0.406171 | 0.524763 | 0.329828 | | 0.835553 | | 0.256447 | 0.409530 | 0.692355 | LTDB | -| MITDB | 0.320425 | 0.159042 | 0.323526 | 0.158357 | 0.143632 | 0.163465 | 0.112398 | | 0.590892 | | 0.053749 | 0.367125 | 0.548995 | MITDB | -| TAO | 0.808453 | 0.728970 | 0.840276 | 0.928987 | 0.994270 | 0.930020 | 0.995044 | | 0.747945 | | 0.710584 | 0.807694 | 0.684119 | TAO | -| SED | 0.040176 | 0.807209 | 0.030270 | 0.053374 | 0.058416 | 0.055985 | 0.056562 | | 0.895291 | | 0.111105 | 0.253420 | 0.882987 | SED | -| Daphnet | 0.519516 | 0.518905 | 0.441568 | 0.122992 | 0.398456 | 0.123026 | 0.133080 | | 0.039747 | | 0.134804 | 0.253956 | 0.035185 | Daphnet | -| SWaT | 0.103364 | 0.368230 | 0.375512 | 0.365922 | 0.680748 | 0.366250 | 0.669824 | | 0.111519 | | 0.121168 | 0.113915 | 0.110850 | SWaT | -| Power | 0.122294 | 0.076373 | 0.079616 | 0.067090 | 0.075487 | 0.067090 | 0.067250 | | 0.524166 | | 0.090503 | 0.160858 | 0.166562 | Power | -| CATSv2 | 0.232252 | 0.105175 | 0.232417 | 0.406831 | 0.288293 | 0.282282 | 0.329056 | | 0.229268 | | 0.063826 | 0.393045 | 0.354730 | CATSv2 | -| **Insgesamt** | **0.478** | **0.341** | **0.444** | **0.375** | **0.367** | **0.377** | **0.320** | | **0.489** | | **0.185** | **0.473** | **0.384** | **Insgesamt** | +| Datensatz | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | Datensatz | +| ------------- | --------- | --------- | ----------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ----- | --------- | --------- | --------- | ----- | ------------- | +| UCR | 0.198780 | 0.058773 | | 0.152678 | 0.084437 | 0.065443 | 0.089552 | 0.023293 | 0.460106 | 0.486822 | | 0.051489 | 0.514326 | 0.329748 | | UCR | +| SMD | 0.663191 | 0.342406 | | 0.467257 | 0.629404 | 0.545045 | 0.478742 | 0.483944 | 0.122593 | 0.254537 | | 0.134985 | 0.544696 | 0.163803 | | SMD | +| YAHOO | 0.307653 | 0.135664 | | 0.163729 | 0.192366 | 0.512096 | 0.219787 | 0.417416 | 0.491670 | 0.781824 | | 0.381508 | 0.451001 | 0.502031 | | YAHOO | +| Exathlon | 0.847945 | 0.964836 | | 0.959173 | 0.864301 | 0.657757 | 0.876372 | 0.735253 | 0.420845 | 0.618051 | | 0.240338 | 0.262478 | 0.562449 | | Exathlon | +| NAB | 0.584112 | 0.342137 | | 0.511398 | 0.308303 | 0.248091 | 0.342007 | 0.173732 | 0.415046 | 0.427477 | | 0.165966 | 0.532450 | 0.341432 | | NAB | +| OPPORTUNITY | 0.426326 | 0.736264 | | 0.924516 | 0.651269 | 0.632799 | 0.649931 | 0.563772 | 0.347881 | 0.351828 | | 0.159200 | 0.149548 | 0.295398 | | OPPORTUNITY | +| WSD | 0.531110 | 0.027487 | | 0.155366 | 0.155950 | 0.224922 | 0.157612 | 0.130270 | 0.112541 | 0.173060 | | 0.102346 | 0.551041 | 0.083204 | | WSD | +| SVDB | 0.445531 | 0.307322 | | 0.523984 | 0.435722 | 0.199785 | 0.445289 | 0.127489 | 0.810962 | 0.811385 | | 0.050189 | 0.383000 | 0.591484 | | SVDB | +| SMAP | 0.727079 | 0.327727 | | 0.566842 | 0.302212 | 0.336818 | 0.417852 | 0.273214 | 0.609905 | 0.657738 | | 0.172499 | 0.597854 | 0.558287 | | SMAP | +| IOPS | 0.365055 | 0.134518 | | 0.260372 | 0.192815 | 0.205826 | 0.192837 | 0.213044 | 0.064609 | 0.107988 | | 0.123657 | 0.380817 | 0.116527 | | IOPS | +| TODS | 0.586493 | 0.487386 | | 0.552877 | 0.529843 | 0.575941 | 0.538194 | 0.522228 | 0.747606 | 0.739257 | | 0.485079 | 0.691125 | 0.780280 | | TODS | +| Stock | 0.805375 | 0.735886 | | 0.825382 | 0.771612 | 0.939925 | 0.771658 | 0.817960 | 0.717890 | 0.738198 | | 0.710487 | 0.747567 | 0.691512 | | Stock | +| MGAB | 0.008269 | 0.004379 | | 0.005551 | 0.005403 | 0.006988 | 0.005586 | 0.025419 | 0.069759 | 0.036645 | | 0.004639 | 0.634748 | 0.238613 | | MGAB | +| MSL | 0.734244 | 0.448709 | | 0.523310 | 0.295208 | 0.346350 | 0.428048 | 0.305128 | 0.459063 | 0.441543 | | 0.186700 | 0.544711 | 0.368746 | | MSL | +| NEK | 0.764836 | 0.649735 | | 0.929171 | 0.827283 | 0.714845 | 0.858349 | 0.689697 | 0.357818 | 0.317927 | | 0.395130 | 0.687020 | 0.132908 | | NEK | +| LTDB | 0.510507 | 0.566359 | | 0.534873 | 0.512266 | 0.406171 | 0.524763 | 0.329828 | 0.811737 | 0.835553 | | 0.256447 | 0.409530 | 0.692355 | | LTDB | +| MITDB | 0.320425 | 0.159042 | | 0.323526 | 0.158357 | 0.143632 | 0.163465 | 0.112398 | 0.606652 | 0.590892 | | 0.053749 | 0.367125 | 0.548995 | | MITDB | +| TAO | 0.808453 | 0.728970 | | 0.840276 | 0.928987 | 0.994270 | 0.930020 | 0.995044 | 0.721004 | 0.747945 | | 0.710584 | 0.807694 | 0.684119 | | TAO | +| SED | 0.040176 | 0.807209 | | 0.030270 | 0.053374 | 0.058416 | 0.055985 | 0.056562 | 0.907086 | 0.895291 | | 0.111105 | 0.253420 | 0.882987 | | SED | +| Daphnet | 0.519516 | 0.518905 | | 0.441568 | 0.122992 | 0.398456 | 0.123026 | 0.133080 | 0.035690 | 0.039747 | | 0.134804 | 0.253956 | 0.035185 | | Daphnet | +| SWaT | 0.103364 | 0.368230 | | 0.375512 | 0.365922 | 0.680748 | 0.366250 | 0.669824 | 0.381310 | 0.111519 | | 0.121168 | 0.113915 | 0.110850 | | SWaT | +| Power | 0.122294 | 0.076373 | | 0.079616 | 0.067090 | 0.075487 | 0.067090 | 0.067250 | 0.510537 | 0.524166 | | 0.090503 | 0.160858 | 0.166562 | | Power | +| CATSv2 | 0.232252 | 0.105175 | | 0.232417 | 0.406831 | 0.288293 | 0.282282 | 0.329056 | 0.230658 | 0.229268 | | 0.063826 | 0.393045 | 0.354730 | | CATSv2 | +| **Insgesamt** | **0.478** | **0.341** | | **0.444** | **0.375** | **0.367** | **0.377** | **0.320** | **0.423** | **0.489** | | **0.185** | **0.473** | **0.384** | | **Insgesamt** | ## Gesamtbewertung der Punktanomalien nach AUC-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- | -| UCR | 0.000257 | 0.000139 | 0.000196 | 0.000178 | 0.000498 | 0.000178 | 0.000221 | | 0.002843 | | 0.000653 | 0.040927 | 0.003749 | UCR | -| YAHOO | 0.024161 | 0.007312 | 0.060498 | 0.087663 | 0.587049 | 0.122574 | 0.455103 | | 0.742578 | | 0.422520 | 0.141987 | 0.130716 | YAHOO | -| WSD | 0.167066 | 0.000501 | 0.206655 | 0.285712 | 0.342989 | 0.407280 | 0.334638 | | 0.003073 | | 0.003879 | 0.327958 | 0.000945 | WSD | -| IOPS | 0.141657 | 0.011860 | 0.036186 | 0.016979 | 0.210157 | 0.016952 | 0.197084 | | 0.066886 | | 0.176712 | 0.121683 | 0.041389 | IOPS | -| TODS | 0.061866 | 0.069264 | 0.067229 | 0.065809 | 0.531847 | 0.064650 | 0.367334 | | 0.083989 | | 0.071959 | 0.077775 | 0.075986 | TODS | -| Stock | 0.146590 | 0.143940 | 0.148428 | 0.133570 | 0.929344 | 0.133646 | 0.519232 | | 0.114476 | | 0.112061 | 0.115033 | 0.096103 | Stock | -| TAO | 0.148356 | 0.126763 | 0.160428 | 0.330086 | 0.993457 | 0.336829 | 0.994218 | | 0.121904 | | 0.128972 | 0.145212 | 0.098915 | TAO | -| **Insgesamt** | **0.060** | **0.039** | **0.079** | **0.100** | **0.585** | **0.125** | **0.426** | | **0.451** | | **0.274** | **0.131** | **0.101** | **Insgesamt** | +| Datensatz | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | Datensatz | +| ------------- | --------- | --------- | ----------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ----- | --------- | --------- | --------- | ----- | ------------- | +| UCR | 0.000257 | 0.000139 | | 0.000196 | 0.000178 | 0.000498 | 0.000178 | 0.000221 | 0.000854 | 0.002843 | | 0.000653 | 0.040927 | 0.003749 | | UCR | +| YAHOO | 0.024161 | 0.007312 | | 0.060498 | 0.087663 | 0.587049 | 0.122574 | 0.455103 | 0.464439 | 0.742578 | | 0.422520 | 0.141987 | 0.130716 | | YAHOO | +| WSD | 0.167066 | 0.000501 | | 0.206655 | 0.285712 | 0.342989 | 0.407280 | 0.334638 | 0.001119 | 0.003073 | | 0.003879 | 0.327958 | 0.000945 | | WSD | +| IOPS | 0.141657 | 0.011860 | | 0.036186 | 0.016979 | 0.210157 | 0.016952 | 0.197084 | 0.148483 | 0.066886 | | 0.176712 | 0.121683 | 0.041389 | | IOPS | +| TODS | 0.061866 | 0.069264 | | 0.067229 | 0.065809 | 0.531847 | 0.064650 | 0.367334 | 0.081935 | 0.083989 | | 0.071959 | 0.077775 | 0.075986 | | TODS | +| Stock | 0.146590 | 0.143940 | | 0.148428 | 0.133570 | 0.929344 | 0.133646 | 0.519232 | 0.095333 | 0.114476 | | 0.112061 | 0.115033 | 0.096103 | | Stock | +| TAO | 0.148356 | 0.126763 | | 0.160428 | 0.330086 | 0.993457 | 0.336829 | 0.994218 | 0.101534 | 0.121904 | | 0.128972 | 0.145212 | 0.098915 | | TAO | +| **Insgesamt** | **0.060** | **0.039** | | **0.079** | **0.100** | **0.585** | **0.125** | **0.426** | **0.293** | **0.451** | | **0.274** | **0.131** | **0.101** | | **Insgesamt** | ## Gesamtbewertung der Punktanomalien nach VUS-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- | -| UCR | 0.003356 | 0.000267 | 0.000408 | 0.000406 | 0.128496 | 0.000406 | 0.000237 | | 0.012483 | | 0.012963 | 0.208122 | 0.011814 | UCR | -| YAHOO | 0.282071 | 0.052201 | 0.113436 | 0.159136 | 0.519819 | 0.190097 | 0.414255 | | 0.826036 | | 0.383203 | 0.475296 | 0.521624 | YAHOO | -| WSD | 0.216267 | 0.001036 | 0.124850 | 0.088179 | 0.131018 | 0.105822 | 0.100076 | | 0.021818 | | 0.035113 | 0.140331 | 0.007947 | WSD | -| IOPS | 0.187766 | 0.017686 | 0.048169 | 0.042432 | 0.147113 | 0.035031 | 0.080739 | | 0.202456 | | 0.073159 | 0.327754 | 0.327373 | IOPS | -| TODS | 0.803771 | 0.815915 | 0.820717 | 0.780347 | 0.895740 | 0.800324 | 0.852834 | | 0.857103 | | 0.786747 | 0.849582 | 0.855125 | TODS | -| Stock | 0.805375 | 0.735886 | 0.825382 | 0.771612 | 0.939925 | 0.771658 | 0.817960 | | 0.738198 | | 0.710487 | 0.747567 | 0.691512 | Stock | -| TAO | 0.761585 | 0.654975 | 0.805852 | 0.907035 | 0.991524 | 0.908594 | 0.992980 | | 0.666432 | | 0.623702 | 0.755775 | 0.570248 | TAO | -| **Insgesamt** | **0.392** | **0.232** | **0.294** | **0.310** | **0.571** | **0.329** | **0.471** | | **0.680** | | **0.416** | **0.514** | **0.500** | **Insgesamt** | +| Datensatz | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | Datensatz | +| ------------- | --------- | --------- | ----------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ----- | --------- | --------- | --------- | ----- | ------------- | +| UCR | 0.003356 | 0.000267 | | 0.000408 | 0.000406 | 0.128496 | 0.000406 | 0.000237 | 0.004607 | 0.012483 | | 0.012963 | 0.208122 | 0.011814 | | UCR | +| YAHOO | 0.282071 | 0.052201 | | 0.113436 | 0.159136 | 0.519819 | 0.190097 | 0.414255 | 0.518467 | 0.826036 | | 0.383203 | 0.475296 | 0.521624 | | YAHOO | +| WSD | 0.216267 | 0.001036 | | 0.124850 | 0.088179 | 0.131018 | 0.105822 | 0.100076 | 0.007506 | 0.021818 | | 0.035113 | 0.140331 | 0.007947 | | WSD | +| IOPS | 0.187766 | 0.017686 | | 0.048169 | 0.042432 | 0.147113 | 0.035031 | 0.080739 | 0.065996 | 0.202456 | | 0.073159 | 0.327754 | 0.327373 | | IOPS | +| TODS | 0.803771 | 0.815915 | | 0.820717 | 0.780347 | 0.895740 | 0.800324 | 0.852834 | 0.850387 | 0.857103 | | 0.786747 | 0.849582 | 0.855125 | | TODS | +| Stock | 0.805375 | 0.735886 | | 0.825382 | 0.771612 | 0.939925 | 0.771658 | 0.817960 | 0.717890 | 0.738198 | | 0.710487 | 0.747567 | 0.691512 | | Stock | +| TAO | 0.761585 | 0.654975 | | 0.805852 | 0.907035 | 0.991524 | 0.908594 | 0.992980 | 0.634080 | 0.666432 | | 0.623702 | 0.755775 | 0.570248 | | TAO | +| **Insgesamt** | **0.392** | **0.232** | | **0.294** | **0.310** | **0.571** | **0.329** | **0.471** | **0.495** | **0.680** | | **0.416** | **0.514** | **0.500** | | **Insgesamt** | ## Gesamtbewertung der Sequenzanomalien nach AUC-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- | -| SMD | 0.439343 | 0.336128 | 0.459753 | 0.561216 | 0.505749 | 0.460181 | 0.495482 | | 0.095816 | | 0.163313 | 0.339639 | 0.050501 | SMD | -| YAHOO | 0.571428 | 0.981990 | 0.690088 | 0.349449 | 0.345384 | 0.349465 | 0.344485 | | 0.462352 | | 0.316546 | 0.242005 | 0.306868 | YAHOO | -| Exathlon | 0.844513 | 0.962806 | 0.958102 | 0.862358 | 0.654310 | 0.874519 | 0.733875 | | 0.617690 | | 0.245106 | 0.257618 | 0.563481 | Exathlon | -| NAB | 0.402974 | 0.251317 | 0.439685 | 0.272908 | 0.209869 | 0.335713 | 0.162982 | | 0.230029 | | 0.154619 | 0.457316 | 0.176029 | NAB | -| OPPORTUNITY | 0.624496 | 0.870159 | 0.968964 | 0.661820 | 0.727956 | 0.661818 | 0.547465 | | 0.276125 | | 0.144952 | 0.154555 | 0.263868 | OPPORTUNITY | -| WSD | 0.324235 | 0.067695 | 0.099717 | 0.122887 | 0.242314 | 0.123481 | 0.127908 | | 0.253831 | | 0.094898 | 0.452830 | 0.077550 | WSD | -| SVDB | 0.483934 | 0.313933 | 0.541451 | 0.445765 | 0.198720 | 0.465020 | 0.130291 | | 0.799099 | | 0.046729 | 0.329395 | 0.519348 | SVDB | -| SMAP | 0.798189 | 0.481811 | 0.887517 | 0.865663 | 0.241609 | 0.876352 | 0.233398 | | 0.928300 | | 0.060424 | 0.488277 | 0.788114 | SMAP | -| IOPS | 0.482294 | 0.276687 | 0.549216 | 0.710230 | 0.429909 | 0.721261 | 0.461068 | | 0.061431 | | 0.272670 | 0.157124 | 0.031872 | IOPS | -| TODS | 0.281649 | 0.071679 | 0.149989 | 0.184682 | 0.206602 | 0.191109 | 0.170148 | | 0.592072 | | 0.081599 | 0.240756 | 0.533591 | TODS | -| MGAB | 0.008996 | 0.004336 | 0.027123 | 0.032097 | 0.003855 | 0.015268 | 0.045860 | | 0.085299 | | 0.002209 | 0.567335 | 0.325650 | MGAB | -| MSL | 0.557113 | 0.453614 | 0.475464 | 0.104606 | 0.264200 | 0.364941 | 0.257571 | | 0.288743 | | 0.277979 | 0.368527 | 0.238423 | MSL | -| NEK | 0.568731 | 0.688168 | 0.849600 | 0.863096 | 0.715902 | 0.877024 | 0.681103 | | 0.331911 | | 0.356301 | 0.433487 | 0.146699 | NEK | -| LTDB | 0.455324 | 0.521341 | 0.489411 | 0.461335 | 0.354462 | 0.479711 | 0.276735 | | 0.765819 | | 0.203241 | 0.333160 | 0.589828 | LTDB | -| MITDB | 0.366934 | 0.169557 | 0.377853 | 0.201810 | 0.160153 | 0.206999 | 0.113066 | | 0.583808 | | 0.051628 | 0.385195 | 0.500834 | MITDB | -| SED | 0.031421 | 0.691484 | 0.020994 | 0.026231 | 0.029325 | 0.031663 | 0.030497 | | 0.710575 | | 0.082198 | 0.109660 | 0.707453 | SED | -| Daphnet | 0.536827 | 0.496579 | 0.468647 | 0.192057 | 0.381499 | 0.192069 | 0.132234 | | 0.036445 | | 0.129509 | 0.252282 | 0.033893 | Daphnet | -| SWaT | 0.123133 | 0.702432 | 0.756700 | 0.757484 | 0.738718 | 0.757687 | 0.737695 | | 0.111152 | | 0.120683 | 0.113563 | 0.110376 | SWaT | -| Power | 0.203760 | 0.073981 | 0.078866 | 0.064665 | 0.072400 | 0.064665 | 0.064788 | | 0.507629 | | 0.086245 | 0.175035 | 0.160167 | Power | -| CATSv2 | 0.476434 | 0.139416 | 0.474705 | 0.481625 | 0.411894 | 0.437868 | 0.358071 | | 0.455611 | | 0.071542 | 0.511976 | 0.482166 | CATSv2 | -| **Insgesamt** | **0.499** | **0.479** | **0.553** | **0.474** | **0.387** | **0.481** | **0.357** | | **0.449** | | **0.150** | **0.330** | **0.364** | **Insgesamt** | +| Datensatz | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | Datensatz | +| ------------- | --------- | --------- | ----------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ----- | --------- | --------- | --------- | ----- | ------------- | +| SMD | 0.439343 | 0.336128 | | 0.459753 | 0.561216 | 0.505749 | 0.460181 | 0.495482 | 0.077411 | 0.095816 | | 0.163313 | 0.339639 | 0.050501 | | SMD | +| YAHOO | 0.571428 | 0.981990 | | 0.690088 | 0.349449 | 0.345384 | 0.349465 | 0.344485 | 0.240316 | 0.462352 | | 0.316546 | 0.242005 | 0.306868 | | YAHOO | +| Exathlon | 0.844513 | 0.962806 | | 0.958102 | 0.862358 | 0.654310 | 0.874519 | 0.733875 | 0.420990 | 0.617690 | | 0.245106 | 0.257618 | 0.563481 | | Exathlon | +| NAB | 0.402974 | 0.251317 | | 0.439685 | 0.272908 | 0.209869 | 0.335713 | 0.162982 | 0.251877 | 0.230029 | | 0.154619 | 0.457316 | 0.176029 | | NAB | +| OPPORTUNITY | 0.624496 | 0.870159 | | 0.968964 | 0.661820 | 0.727956 | 0.661818 | 0.547465 | 0.283461 | 0.276125 | | 0.144952 | 0.154555 | 0.263868 | | OPPORTUNITY | +| WSD | 0.324235 | 0.067695 | | 0.099717 | 0.122887 | 0.242314 | 0.123481 | 0.127908 | 0.143776 | 0.253831 | | 0.094898 | 0.452830 | 0.077550 | | WSD | +| SVDB | 0.483934 | 0.313933 | | 0.541451 | 0.445765 | 0.198720 | 0.465020 | 0.130291 | 0.788394 | 0.799099 | | 0.046729 | 0.329395 | 0.519348 | | SVDB | +| SMAP | 0.798189 | 0.481811 | | 0.887517 | 0.865663 | 0.241609 | 0.876352 | 0.233398 | 0.850192 | 0.928300 | | 0.060424 | 0.488277 | 0.788114 | | SMAP | +| IOPS | 0.482294 | 0.276687 | | 0.549216 | 0.710230 | 0.429909 | 0.721261 | 0.461068 | 0.069434 | 0.061431 | | 0.272670 | 0.157124 | 0.031872 | | IOPS | +| TODS | 0.281649 | 0.071679 | | 0.149989 | 0.184682 | 0.206602 | 0.191109 | 0.170148 | 0.627511 | 0.592072 | | 0.081599 | 0.240756 | 0.533591 | | TODS | +| MGAB | 0.008996 | 0.004336 | | 0.027123 | 0.032097 | 0.003855 | 0.015268 | 0.045860 | 0.084411 | 0.085299 | | 0.002209 | 0.567335 | 0.325650 | | MGAB | +| MSL | 0.557113 | 0.453614 | | 0.475464 | 0.104606 | 0.264200 | 0.364941 | 0.257571 | 0.194985 | 0.288743 | | 0.277979 | 0.368527 | 0.238423 | | MSL | +| NEK | 0.568731 | 0.688168 | | 0.849600 | 0.863096 | 0.715902 | 0.877024 | 0.681103 | 0.375066 | 0.331911 | | 0.356301 | 0.433487 | 0.146699 | | NEK | +| LTDB | 0.455324 | 0.521341 | | 0.489411 | 0.461335 | 0.354462 | 0.479711 | 0.276735 | 0.743642 | 0.765819 | | 0.203241 | 0.333160 | 0.589828 | | LTDB | +| MITDB | 0.366934 | 0.169557 | | 0.377853 | 0.201810 | 0.160153 | 0.206999 | 0.113066 | 0.594424 | 0.583808 | | 0.051628 | 0.385195 | 0.500834 | | MITDB | +| SED | 0.031421 | 0.691484 | | 0.020994 | 0.026231 | 0.029325 | 0.031663 | 0.030497 | 0.722020 | 0.710575 | | 0.082198 | 0.109660 | 0.707453 | | SED | +| Daphnet | 0.536827 | 0.496579 | | 0.468647 | 0.192057 | 0.381499 | 0.192069 | 0.132234 | 0.033420 | 0.036445 | | 0.129509 | 0.252282 | 0.033893 | | Daphnet | +| SWaT | 0.123133 | 0.702432 | | 0.756700 | 0.757484 | 0.738718 | 0.757687 | 0.737695 | 0.458896 | 0.111152 | | 0.120683 | 0.113563 | 0.110376 | | SWaT | +| Power | 0.203760 | 0.073981 | | 0.078866 | 0.064665 | 0.072400 | 0.064665 | 0.064788 | 0.496250 | 0.507629 | | 0.086245 | 0.175035 | 0.160167 | | Power | +| CATSv2 | 0.476434 | 0.139416 | | 0.474705 | 0.481625 | 0.411894 | 0.437868 | 0.358071 | 0.452377 | 0.455611 | | 0.071542 | 0.511976 | 0.482166 | | CATSv2 | +| **Insgesamt** | **0.499** | **0.479** | | **0.553** | **0.474** | **0.387** | **0.481** | **0.357** | **0.396** | **0.449** | | **0.150** | **0.330** | **0.364** | | **Insgesamt** | ## Gesamtbewertung der Sequenzanomalien nach VUS-PR -| Datensatz | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | Datensatz | -| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- | -| SMD | 0.482296 | 0.322146 | 0.423162 | 0.519965 | 0.503535 | 0.410939 | 0.453416 | | 0.092843 | | 0.137760 | 0.457631 | 0.063644 | SMD | -| YAHOO | 0.518566 | 0.936245 | 0.568333 | 0.354527 | 0.351064 | 0.354507 | 0.348855 | | 0.477510 | | 0.304093 | 0.188491 | 0.322916 | YAHOO | -| Exathlon | 0.847945 | 0.964836 | 0.959173 | 0.864301 | 0.657757 | 0.876372 | 0.735253 | | 0.618051 | | 0.240338 | 0.262478 | 0.562449 | Exathlon | -| NAB | 0.478372 | 0.285635 | 0.474780 | 0.262268 | 0.238264 | 0.326918 | 0.181686 | | 0.272775 | | 0.183564 | 0.511944 | 0.219327 | NAB | -| OPPORTUNITY | 0.630618 | 0.868003 | 0.966351 | 0.660160 | 0.741769 | 0.660151 | 0.567052 | | 0.255118 | | 0.152842 | 0.139082 | 0.257788 | OPPORTUNITY | -| WSD | 0.457794 | 0.038526 | 0.067564 | 0.086910 | 0.206990 | 0.087346 | 0.100554 | | 0.293116 | | 0.073377 | 0.608260 | 0.142998 | WSD | -| SVDB | 0.423050 | 0.314567 | 0.508621 | 0.424770 | 0.206479 | 0.436465 | 0.131672 | | 0.804472 | | 0.052218 | 0.359030 | 0.579059 | SVDB | -| SMAP | 0.891481 | 0.487664 | 0.951739 | 0.947702 | 0.237156 | 0.951635 | 0.223192 | | 0.946525 | | 0.046142 | 0.599966 | 0.818737 | SMAP | -| IOPS | 0.426245 | 0.267117 | 0.422834 | 0.341683 | 0.312286 | 0.380533 | 0.334417 | | 0.112229 | | 0.302989 | 0.258387 | 0.111561 | IOPS | -| TODS | 0.437694 | 0.174752 | 0.342464 | 0.336685 | 0.331028 | 0.338275 | 0.263210 | | 0.689051 | | 0.198760 | 0.600606 | 0.773793 | TODS | -| MGAB | 0.008269 | 0.004379 | 0.005551 | 0.005403 | 0.006988 | 0.005586 | 0.025419 | | 0.036645 | | 0.004639 | 0.634748 | 0.238613 | MGAB | -| MSL | 0.653967 | 0.514630 | 0.492975 | 0.142125 | 0.326973 | 0.412021 | 0.309296 | | 0.405174 | | 0.327778 | 0.487796 | 0.303536 | MSL | -| NEK | 0.628709 | 0.678337 | 0.880822 | 0.868114 | 0.756555 | 0.884225 | 0.704672 | | 0.298379 | | 0.392335 | 0.597690 | 0.162564 | NEK | -| LTDB | 0.510507 | 0.566359 | 0.534873 | 0.512266 | 0.406171 | 0.524763 | 0.329828 | | 0.835553 | | 0.256447 | 0.409530 | 0.692355 | LTDB | -| MITDB | 0.320425 | 0.159042 | 0.323526 | 0.158357 | 0.143632 | 0.163465 | 0.112398 | | 0.590892 | | 0.053749 | 0.367125 | 0.548995 | MITDB | -| SED | 0.040176 | 0.807209 | 0.030270 | 0.053374 | 0.058416 | 0.055985 | 0.056562 | | 0.895291 | | 0.111105 | 0.253420 | 0.882987 | SED | -| Daphnet | 0.519516 | 0.518905 | 0.441568 | 0.122992 | 0.398456 | 0.123026 | 0.133080 | | 0.039747 | | 0.134804 | 0.253956 | 0.035185 | Daphnet | -| SWaT | 0.103364 | 0.368230 | 0.375512 | 0.365922 | 0.680748 | 0.366250 | 0.669824 | | 0.111519 | | 0.121168 | 0.113915 | 0.110850 | SWaT | -| Power | 0.122294 | 0.076373 | 0.079616 | 0.067090 | 0.075487 | 0.067090 | 0.067250 | | 0.524166 | | 0.090503 | 0.160858 | 0.166562 | Power | -| CATSv2 | 0.232252 | 0.105175 | 0.232417 | 0.406831 | 0.288293 | 0.282282 | 0.329056 | | 0.229268 | | 0.063826 | 0.393045 | 0.354730 | CATSv2 | -| **Insgesamt** | **0.521** | **0.484** | **0.545** | **0.461** | **0.395** | **0.467** | **0.358** | | **0.465** | | **0.158** | **0.393** | **0.399** | **Insgesamt** | +| Datensatz | POLY | iForest | Sub-iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | Sub-LOF | KNN | KNNV2 | Datensatz | +| ------------- | --------- | --------- | ----------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ----- | --------- | --------- | --------- | ----- | ------------- | +| SMD | 0.482296 | 0.322146 | | 0.423162 | 0.519965 | 0.503535 | 0.410939 | 0.453416 | 0.070547 | 0.092843 | | 0.137760 | 0.457631 | 0.063644 | | SMD | +| YAHOO | 0.518566 | 0.936245 | | 0.568333 | 0.354527 | 0.351064 | 0.354507 | 0.348855 | 0.276917 | 0.477510 | | 0.304093 | 0.188491 | 0.322916 | | YAHOO | +| Exathlon | 0.847945 | 0.964836 | | 0.959173 | 0.864301 | 0.657757 | 0.876372 | 0.735253 | 0.420845 | 0.618051 | | 0.240338 | 0.262478 | 0.562449 | | Exathlon | +| NAB | 0.478372 | 0.285635 | | 0.474780 | 0.262268 | 0.238264 | 0.326918 | 0.181686 | 0.282421 | 0.272775 | | 0.183564 | 0.511944 | 0.219327 | | NAB | +| OPPORTUNITY | 0.630618 | 0.868003 | | 0.966351 | 0.660160 | 0.741769 | 0.660151 | 0.567052 | 0.253277 | 0.255118 | | 0.152842 | 0.139082 | 0.257788 | | OPPORTUNITY | +| WSD | 0.457794 | 0.038526 | | 0.067564 | 0.086910 | 0.206990 | 0.087346 | 0.100554 | 0.192884 | 0.293116 | | 0.073377 | 0.608260 | 0.142998 | | WSD | +| SVDB | 0.423050 | 0.314567 | | 0.508621 | 0.424770 | 0.206479 | 0.436465 | 0.131672 | 0.804276 | 0.804472 | | 0.052218 | 0.359030 | 0.579059 | | SVDB | +| SMAP | 0.891481 | 0.487664 | | 0.951739 | 0.947702 | 0.237156 | 0.951635 | 0.223192 | 0.861769 | 0.946525 | | 0.046142 | 0.599966 | 0.818737 | | SMAP | +| IOPS | 0.426245 | 0.267117 | | 0.422834 | 0.341683 | 0.312286 | 0.380533 | 0.334417 | 0.090598 | 0.112229 | | 0.302989 | 0.258387 | 0.111561 | | IOPS | +| TODS | 0.437694 | 0.174752 | | 0.342464 | 0.336685 | 0.331028 | 0.338275 | 0.263210 | 0.719779 | 0.689051 | | 0.198760 | 0.600606 | 0.773793 | | TODS | +| MGAB | 0.008269 | 0.004379 | | 0.005551 | 0.005403 | 0.006988 | 0.005586 | 0.025419 | 0.069759 | 0.036645 | | 0.004639 | 0.634748 | 0.238613 | | MGAB | +| MSL | 0.653967 | 0.514630 | | 0.492975 | 0.142125 | 0.326973 | 0.412021 | 0.309296 | 0.290049 | 0.405174 | | 0.327778 | 0.487796 | 0.303536 | | MSL | +| NEK | 0.628709 | 0.678337 | | 0.880822 | 0.868114 | 0.756555 | 0.884225 | 0.704672 | 0.282706 | 0.298379 | | 0.392335 | 0.597690 | 0.162564 | | NEK | +| LTDB | 0.510507 | 0.566359 | | 0.534873 | 0.512266 | 0.406171 | 0.524763 | 0.329828 | 0.811737 | 0.835553 | | 0.256447 | 0.409530 | 0.692355 | | LTDB | +| MITDB | 0.320425 | 0.159042 | | 0.323526 | 0.158357 | 0.143632 | 0.163465 | 0.112398 | 0.606652 | 0.590892 | | 0.053749 | 0.367125 | 0.548995 | | MITDB | +| SED | 0.040176 | 0.807209 | | 0.030270 | 0.053374 | 0.058416 | 0.055985 | 0.056562 | 0.907086 | 0.895291 | | 0.111105 | 0.253420 | 0.882987 | | SED | +| Daphnet | 0.519516 | 0.518905 | | 0.441568 | 0.122992 | 0.398456 | 0.123026 | 0.133080 | 0.035690 | 0.039747 | | 0.134804 | 0.253956 | 0.035185 | | Daphnet | +| SWaT | 0.103364 | 0.368230 | | 0.375512 | 0.365922 | 0.680748 | 0.366250 | 0.669824 | 0.381310 | 0.111519 | | 0.121168 | 0.113915 | 0.110850 | | SWaT | +| Power | 0.122294 | 0.076373 | | 0.079616 | 0.067090 | 0.075487 | 0.067090 | 0.067250 | 0.510537 | 0.524166 | | 0.090503 | 0.160858 | 0.166562 | | Power | +| CATSv2 | 0.232252 | 0.105175 | | 0.232417 | 0.406831 | 0.288293 | 0.282282 | 0.329056 | 0.230658 | 0.229268 | | 0.063826 | 0.393045 | 0.354730 | | CATSv2 | +| **Insgesamt** | **0.521** | **0.484** | | **0.545** | **0.461** | **0.395** | **0.467** | **0.358** | **0.411** | **0.465** | | **0.158** | **0.393** | **0.399** | | **Insgesamt** | # POLY: + Prozessor: CPU @@ -237,6 +237,50 @@ + MGAB: 0.004336 + nach VUS-PR: + MGAB: 0.004379 (vgl. MGAB 0.00) + +# Sub-iForest ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Ja + +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. , , $\approx$ %) + + Auc-Roc: (vgl. , + , $\approx$ %) + + Auc-PR: (vgl. , +, $\approx$ %) + + Vus-PR: (vgl. , + , $\approx$ %) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei -anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + + # Sub-PCA + Prozessor: CPU + Modell: iCore 5 8th @@ -483,39 +527,66 @@ $\rightarrow$ Optimalen Hyperparameter pro Datensatz stimmen mit denen der Autor **Evaluation:** + Durchschnitt Gesamt: - + Recall: - + Precision: - + Standard-F1: (vgl. 0.39) - + Auc-Roc: (vgl. 0.74) - + Auc-PR: (vgl. 0.35) - + Vus-PR: (vgl. 0.40) + + Recall: 0.247 + + Precision: 0.205 + + Standard-F1: 0.425 (vgl. 0.39, + 0.035, $\approx$ 9.0 %) + + Auc-Roc: 0.757 (vgl. 0.74, + 0.17, ,$\approx$ 2.3 %) + + Auc-PR: 0.383 (vgl. 0.35, + 0.033, $\approx$ 9.4 %) + + Vus-PR: 0.423 (vgl. 0.40, + 0.023, $\approx$ 5.8 %) + Durchschnitt Punktanomalien: - + Recall: - + Precision: - + Standard-F1: - + Auc-Roc: - + Auc-PR: - + Vus-PR: + + Recall: 0.262 + + Precision: 0.019 + + Standard-F1: 0.321 + + Auc-Roc: 0.682 + + Auc-PR: 0.293 + + Vus-PR: 0.495 + Durchschnitt Sequenzanomalien: - + Recall: - + Precision: - + Standard-F1: - + Auc-Roc: - + Auc-PR: - + Vus-PR: + + Recall: 0.161 + + Precision: 0.302 + + Standard-F1: 0.453 + + Auc-Roc: 0.760 + + Auc-PR: 0.396 + + Vus-PR: 0.411 **Bemerkung:** -+ Deutlich besser bei _anomalien ++ Deutlich besser bei Sequenzanomalien nach AUC-PR, nach VUS-PR bei Punktanomalien ++ In allen Metriken (außer VUS-PR) im Schnitt besser bei Sequenzanomalien ++ Starke Unterschiede zw. AUC-PR und VUS-PR bei Stock, TODS, TAO ++ Starke Abweichung zw. Ergebnissen in VUS-PR bei TAO zu den Autoren und unseren + Beste erkannte Gruppe: + nach AUC-PR: - + + + SVDB: 0.798760 (TAO: 0.103834, SED: 0.722020) + nach VUS-PR: - + (vgl. TAO 0.91) + + SED: 0.907086 (vgl. 0.89; SVDB: 0.810962, vgl. SVDB: 0.82; TAO: 0.721004, vgl. TAO 0.91) + Schlechteste erkannte Gruppe: + nach AUC-PR: - + + + Daphnet: 0.033420 (MGAB: 0.084411) + nach VUS-PR: - + (vgl. MGAB 0.02) + + Daphnet: 0.035690 (vgl. Daphnet: 0.04; MGAB: 0.069759, vgl. MGAB 0.02) + +**TAO DATENSATZ** +*Optimale Hyperparameter der Autoren:* ++ {'periodicity': 1} +*Hyperparameter nach Tuning pro Datensatz V1:* ++ {'periodicity': 1} ,257_TAO_id_1_Environment_tr_500_1st_3.csv ++ {'periodicity': 3}, 258_TAO_id_2_Environment_tr_500_1st_4.csv ++ {'periodicity': 2}, 259_TAO_id_3_Environment_tr_500_1st_7.csv + +**Ergebnisse mit optimalen Hyperparametern der Autoren:** ++ Datei: 257_TAO_id_1_Environment_tr_500_1st_3.csv, + + AUC-PR: 0.0983782436258824 + + VUS-PR: 0.8871743329644867 ++ Datei: 258_TAO_id_2_Environment_tr_500_1st_4.csv, + + AUC-PR: 0.14906529874605562 + + VUS-PR: 0.9406478652985084 ++ Datei: 259_TAO_id_3_Environment_tr_500_1st_7.csv, + + AUC-PR: 0.04592060635184418 + + VUS-PR: 0.2505436799139267 ++ Durchschnittlicher AUC-PR: 0.09778804957459407 ++ Durchschnittlicher VUS-PR: 0.6927886260589741 + +$\rightarrow$ Ergebnisse mit den optimalen Hyperparametern der Autoren noch schlechter bei TAO als mit der Grid-Search pro Zeitserie + # kMeansAD + Prozessor: CPU + Modell: iCore 5 8th @@ -610,7 +681,7 @@ $\rightarrow$ Optimalen Hyperparameter pro Datensatz stimmen mit denen der Autor + Vus-PR: **Bemerkung:** -+ Deutlich besser bei -anomalien ++ Deutlich besser bei + Beste erkannte Gruppe: + nach AUC-PR: + @@ -763,7 +834,7 @@ $\rightarrow$ Optimalen Hyperparameter pro Datensatz stimmen mit denen der Autor + Taktfrequenz: 3.00 GHz + Nutzung mehrerer Kerne: Ja -**Evaluation:** +**Evaluation V1:** + Durchschnitt Gesamt: + Recall: 0.271 + Precision: 0.229 @@ -785,8 +856,31 @@ $\rightarrow$ Optimalen Hyperparameter pro Datensatz stimmen mit denen der Autor + Auc-Roc: 0.772 + Auc-PR: 0.364 + Vus-PR: 0.399 - -**Bemerkung:** + +**Evaluation V2:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.34, + , $\approx$ %) + + Auc-Roc: (vgl. 0.76, + , $\approx$ %) + + Auc-PR: (vgl. 0.27, + , $\approx$ %) + + Vus-PR: (vgl. 0.35, + , $\approx$ %) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + + +**Bemerkung V1:** + Deutlich besser bei Sequenzanomalien + Beste erkannte Gruppe: + nach AUC-PR: @@ -804,12 +898,13 @@ $\rightarrow$ Optimalen Hyperparameter pro Datensatz stimmen mit denen der Autor **TAO DATENSATZ** *Optimale Hyperparameter der Autoren:* + {'n_neighbors': 50, 'method': 'largest', 'periodicity':2} -*Hyperparameter nach Tuning pro Datensatz:* +*Hyperparameter nach Tuning pro Datensatz V1:* + {'n_neighbors': 20, 'method': 'median','periodicity':1} ,257_TAO_id_1_Environment_tr_500_1st_3.csv + {'n_neighbors': 20, 'method': 'mean','periodicity':1}, 258_TAO_id_2_Environment_tr_500_1st_4.csv + {'n_neighbors': 50, 'method': 'largest','periodicity':1}, 259_TAO_id_3_Environment_tr_500_1st_7.csv -**Ergebnisse:** +**Ergebnisse V1:** +*Mit periodicity=2, aber getunten Methoden* + Datei: 257_TAO_id_1_Environment_tr_500_1st_3.csv, + AUC-PR: 0.11646226439911839, + VUS-PR: 0.9008211948983802 @@ -824,7 +919,7 @@ $\rightarrow$ Optimalen Hyperparameter pro Datensatz stimmen mit denen der Autor $\rightarrow$ VUS-PR dezent besser als bei unserem Test, aber noch stark abweichend von den Autoren durch die andere Periodizität (Fehler unsererseits. die falschen Hyperparameter wurden kopiert). Sonst erhalten wir gleiches Ergebnis. -*Mit periodicity:1* +*Mit periodicity=1* + Datei: 257_TAO_id_1_Environment_tr_500_1st_3.csv, + AUC-PR: 0.12329675188802566, + VUS-PR: 0.9079681057410124 diff --git a/src/models/desi/desi_evaluate_groups.ipynb b/src/models/desi/desi_evaluate_groups.ipynb index 290d7190b578bb5fe9b20177046944a98f58e17c..debcaf00067f35e5a889bd77702c8093e5229e30 100644 --- a/src/models/desi/desi_evaluate_groups.ipynb +++ b/src/models/desi/desi_evaluate_groups.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -59,153 +59,146 @@ " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>{'periodicity': 3, 'n_neighbors': 10}</td>\n", + " <td>{'periodicity': 2}</td>\n", " <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n", - " <td>0.653164</td>\n", + " <td>5.479764</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.321899</td>\n", - " <td>0.608477</td>\n", - " <td>0.316988</td>\n", - " <td>0.611647</td>\n", - " <td>0.342408</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.642756</td>\n", - " <td>0.964006</td>\n", - " <td>0.119534</td>\n", - " <td>1.000000</td>\n", + " <td>0.171235</td>\n", + " <td>0.622904</td>\n", + " <td>0.156004</td>\n", + " <td>0.610862</td>\n", + " <td>0.223828</td>\n", + " <td>0.871545</td>\n", + " <td>0.679245</td>\n", + " <td>0.246553</td>\n", + " <td>0.719035</td>\n", + " <td>0.0</td>\n", + " <td>0.0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>{'periodicity': 1, 'n_neighbors': 50}</td>\n", + " <td>{'periodicity': 2}</td>\n", " <td>002_NAB_id_2_WebService_tr_1500_1st_4106.csv</td>\n", - " <td>1.806566</td>\n", + " <td>4.908555</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>False</td>\n", - " <td>0.532093</td>\n", - " <td>0.582393</td>\n", - " <td>0.538952</td>\n", - " <td>0.616685</td>\n", - " <td>0.637707</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.530904</td>\n", - " <td>0.995618</td>\n", - " <td>0.270016</td>\n", - " <td>1.000000</td>\n", + " <td>0.127993</td>\n", + " <td>0.542582</td>\n", + " <td>0.131516</td>\n", + " <td>0.559355</td>\n", + " <td>0.203427</td>\n", + " <td>0.996091</td>\n", + " <td>0.369231</td>\n", + " <td>0.400327</td>\n", + " <td>0.734259</td>\n", + " <td>0.0</td>\n", + " <td>0.0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>{'periodicity': 3, 'n_neighbors': 40}</td>\n", + " <td>{'periodicity': 3}</td>\n", " <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n", - " <td>2.038316</td>\n", + " <td>8.295331</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.134022</td>\n", - " <td>0.522890</td>\n", - " <td>0.139534</td>\n", - " <td>0.529691</td>\n", - " <td>0.190514</td>\n", - " <td>0.939543</td>\n", - " <td>0.244131</td>\n", - " <td>0.151951</td>\n", - " <td>0.682496</td>\n", - " <td>0.016415</td>\n", - " <td>0.126263</td>\n", + " <td>0.078955</td>\n", + " <td>0.416574</td>\n", + " <td>0.080216</td>\n", + " <td>0.422209</td>\n", + " <td>0.175308</td>\n", + " <td>0.723859</td>\n", + " <td>0.175214</td>\n", + " <td>0.269313</td>\n", + " <td>0.671400</td>\n", + " <td>0.0</td>\n", + " <td>0.0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>{'periodicity': 3, 'n_neighbors': 50}</td>\n", + " <td>{'periodicity': 2}</td>\n", " <td>004_NAB_id_4_Facility_tr_1007_1st_1437.csv</td>\n", - " <td>0.926782</td>\n", + " <td>2.563025</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>False</td>\n", - " <td>0.515828</td>\n", - " <td>0.788997</td>\n", - " <td>0.520351</td>\n", - " <td>0.804107</td>\n", - " <td>0.508470</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.627049</td>\n", - " <td>0.988360</td>\n", - " <td>0.310945</td>\n", - " <td>1.000000</td>\n", + " <td>0.073780</td>\n", + " <td>0.369817</td>\n", + " <td>0.076946</td>\n", + " <td>0.383963</td>\n", + " <td>0.186259</td>\n", + " <td>0.398612</td>\n", + " <td>0.188907</td>\n", + " <td>0.347752</td>\n", + " <td>0.670988</td>\n", + " <td>0.0</td>\n", + " <td>0.0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>{'periodicity': 1, 'n_neighbors': 50}</td>\n", + " <td>{'periodicity': 2}</td>\n", " <td>005_NAB_id_5_Traffic_tr_594_1st_1645.csv</td>\n", - " <td>0.726600</td>\n", + " <td>1.041672</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>False</td>\n", - " <td>0.074486</td>\n", - " <td>0.369671</td>\n", - " <td>0.077129</td>\n", - " <td>0.382665</td>\n", - " <td>0.181886</td>\n", - " <td>0.810903</td>\n", - " <td>0.181262</td>\n", - " <td>0.435004</td>\n", - " <td>0.670916</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", + " <td>0.062074</td>\n", + " <td>0.176755</td>\n", + " <td>0.064509</td>\n", + " <td>0.178353</td>\n", + " <td>0.209967</td>\n", + " <td>0.214898</td>\n", + " <td>0.209323</td>\n", + " <td>0.329651</td>\n", + " <td>0.671004</td>\n", + " <td>0.0</td>\n", + " <td>0.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " params \\\n", - "0 {'periodicity': 3, 'n_neighbors': 10} \n", - "1 {'periodicity': 1, 'n_neighbors': 50} \n", - "2 {'periodicity': 3, 'n_neighbors': 40} \n", - "3 {'periodicity': 3, 'n_neighbors': 50} \n", - "4 {'periodicity': 1, 'n_neighbors': 50} \n", + " params file_name duration \\\n", + "0 {'periodicity': 2} 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 5.479764 \n", + "1 {'periodicity': 2} 002_NAB_id_2_WebService_tr_1500_1st_4106.csv 4.908555 \n", + "2 {'periodicity': 3} 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 8.295331 \n", + "3 {'periodicity': 2} 004_NAB_id_4_Facility_tr_1007_1st_1437.csv 2.563025 \n", + "4 {'periodicity': 2} 005_NAB_id_5_Traffic_tr_594_1st_1645.csv 1.041672 \n", "\n", - " file_name duration group \\\n", - "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 0.653164 NAB \n", - "1 002_NAB_id_2_WebService_tr_1500_1st_4106.csv 1.806566 NAB \n", - "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 2.038316 NAB \n", - "3 004_NAB_id_4_Facility_tr_1007_1st_1437.csv 0.926782 NAB \n", - "4 005_NAB_id_5_Traffic_tr_594_1st_1645.csv 0.726600 NAB \n", + " group point anomaly seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC \\\n", + "0 NAB False True 0.171235 0.622904 0.156004 0.610862 \n", + "1 NAB False False 0.127993 0.542582 0.131516 0.559355 \n", + "2 NAB False True 0.078955 0.416574 0.080216 0.422209 \n", + "3 NAB False False 0.073780 0.369817 0.076946 0.383963 \n", + "4 NAB False False 0.062074 0.176755 0.064509 0.178353 \n", "\n", - " point anomaly seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC \\\n", - "0 False True 0.321899 0.608477 0.316988 0.611647 \n", - "1 False False 0.532093 0.582393 0.538952 0.616685 \n", - "2 False True 0.134022 0.522890 0.139534 0.529691 \n", - "3 False False 0.515828 0.788997 0.520351 0.804107 \n", - "4 False False 0.074486 0.369671 0.077129 0.382665 \n", - "\n", - " Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", - "0 0.342408 1.000000 1.000000 0.642756 0.964006 0.119534 \n", - "1 0.637707 1.000000 1.000000 0.530904 0.995618 0.270016 \n", - "2 0.190514 0.939543 0.244131 0.151951 0.682496 0.016415 \n", - "3 0.508470 1.000000 1.000000 0.627049 0.988360 0.310945 \n", - "4 0.181886 0.810903 0.181262 0.435004 0.670916 0.000000 \n", + " Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", + "0 0.223828 0.871545 0.679245 0.246553 0.719035 0.0 \n", + "1 0.203427 0.996091 0.369231 0.400327 0.734259 0.0 \n", + "2 0.175308 0.723859 0.175214 0.269313 0.671400 0.0 \n", + "3 0.186259 0.398612 0.188907 0.347752 0.670988 0.0 \n", + "4 0.209967 0.214898 0.209323 0.329651 0.671004 0.0 \n", "\n", " Precision \n", - "0 1.000000 \n", - "1 1.000000 \n", - "2 0.126263 \n", - "3 1.000000 \n", - "4 0.000000 " + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 " ] }, - "execution_count": 164, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Dataframe erstellen\n", - "model = 'Sub-LOF'\n", + "model = 'KShapeAD'\n", "path = '../../../docs/evaluation/'+model+'.csv'\n", "df = pd.read_csv(path)\n", "df.head()\n", @@ -214,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -247,7 +240,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 165, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -258,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -298,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -320,7 +313,7 @@ "data": [ { "alignmentgroup": "True", - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "NAB", "NAB", @@ -394,41 +387,41 @@ "x0": " ", "xaxis": "x", 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+ "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "OPPORTUNITY", "OPPORTUNITY", @@ -2029,34 +2022,34 @@ "x0": " ", "xaxis": "x", "y": [ - 0.2089614433283217, - 0.1922855322990223, - 0.0953648913292644, - 0.0908705082994015, - 0.253659602275774, - 0.1705232583495161, - 0.0480513828451067, - 0.0874209459597214, - 0.0880408562420008, - 0.031245842368558, - 0.0563996450978811, - 0.1915857763966792, - 0.1508451718415078, - 0.0970027987654215, - 0.2146330545773956, - 0.0530334922256248, - 0.1896085793851798, - 0.2089325576278651, - 0.1735238818920127, - 0.1665532246514894, - 0.1672574616125725, - 0.1352334790207632, - 0.2763599169863824, - 0.263726971466252, - 0.1104728419017087, - 0.1819317278818272, - 0.1376392642338136, - 0.1461815647139532 + 0.5471517446280322, + 0.4656642081926078, + 0.4374788887739835, + 0.3575589685980146, + 0.312012288679053, + 0.3197425299324709, + 0.0144336849579979, + 0.0923098725236527, + 0.0231620932528535, 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hover_data=[\"group\"])\n", "fig.update_layout( \n", " template = 'ggplot2',\n", @@ -2729,7 +2722,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -2783,107 +2776,107 @@ " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>{'periodicity': 3, 'n_neighbors': 10}</td>\n", + " <td>{'periodicity': 2}</td>\n", " <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n", - " <td>0.653164</td>\n", + " <td>5.479764</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.321899</td>\n", - " <td>0.608477</td>\n", - " <td>0.316988</td>\n", - " <td>0.611647</td>\n", - " <td>0.342408</td>\n", - " <td>1.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.642756</td>\n", - " <td>0.964006</td>\n", - " <td>0.119534</td>\n", - " <td>1.000000</td>\n", + " <td>0.171235</td>\n", + " <td>0.622904</td>\n", + " <td>0.156004</td>\n", + " <td>0.610862</td>\n", + " <td>0.223828</td>\n", + " <td>0.871545</td>\n", + " 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2}</td>\n", " <td>010_NAB_id_10_WebService_tr_500_1st_271.csv</td>\n", - " <td>1.628332</td>\n", + " <td>1.673692</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.601735</td>\n", - " <td>0.909585</td>\n", - " <td>0.858911</td>\n", - " <td>0.962755</td>\n", - " <td>0.656315</td>\n", - " <td>0.655738</td>\n", - " <td>0.654867</td>\n", - " <td>0.566628</td>\n", - " <td>0.939757</td>\n", - " <td>0.000000</td>\n", + " <td>0.413914</td>\n", + " <td>0.496511</td>\n", + " <td>0.359138</td>\n", + " <td>0.560205</td>\n", + " <td>0.489792</td>\n", + " <td>0.484848</td>\n", + " <td>0.494845</td>\n", + " <td>0.494845</td>\n", + " <td>0.675674</td>\n", " <td>0.000000</td>\n", + " <td>0.0</td>\n", " <td>Sequenzeanomalie</td>\n", " </tr>\n", " </tbody>\n", @@ -2891,43 +2884,36 @@ "</div>" ], "text/plain": [ - " params \\\n", - "0 {'periodicity': 3, 'n_neighbors': 10} \n", - "2 {'periodicity': 3, 'n_neighbors': 40} \n", - "5 {'periodicity': 1, 'n_neighbors': 50} \n", - "6 {'periodicity': 1, 'n_neighbors': 50} \n", - "9 {'periodicity': 3, 'n_neighbors': 40} \n", - "\n", - " file_name duration group point anomaly \\\n", - "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 0.653164 NAB False \n", - "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 2.038316 NAB False \n", - "5 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 3.487413 NAB False \n", - "6 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 1.600060 NAB False \n", - "9 010_NAB_id_10_WebService_tr_500_1st_271.csv 1.628332 NAB False \n", + " params file_name duration \\\n", + "0 {'periodicity': 2} 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 5.479764 \n", + "2 {'periodicity': 3} 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 8.295331 \n", + "5 {'periodicity': 3} 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 6.932669 \n", + "6 {'periodicity': 1} 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 3.026761 \n", + "9 {'periodicity': 2} 010_NAB_id_10_WebService_tr_500_1st_271.csv 1.673692 \n", "\n", - " seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 PA-F1 \\\n", - "0 True 0.321899 0.608477 0.316988 0.611647 0.342408 1.000000 \n", - "2 True 0.134022 0.522890 0.139534 0.529691 0.190514 0.939543 \n", - "5 True 0.745636 0.939573 0.772883 0.969517 0.715239 0.961269 \n", - "6 True 0.859281 0.988414 0.942440 0.995564 0.918514 1.000000 \n", - "9 True 0.601735 0.909585 0.858911 0.962755 0.656315 0.655738 \n", + " group point anomaly seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC \\\n", + "0 NAB False True 0.171235 0.622904 0.156004 0.610862 \n", + "2 NAB False True 0.078955 0.416574 0.080216 0.422209 \n", + "5 NAB False True 0.844872 0.964931 0.867664 0.982314 \n", + "6 NAB False True 0.164313 0.649297 0.280987 0.731016 \n", + "9 NAB False True 0.413914 0.496511 0.359138 0.560205 \n", "\n", - " Event-based-F1 R-based-F1 Affiliation-F Recall Precision \\\n", - "0 1.000000 0.642756 0.964006 0.119534 1.000000 \n", - "2 0.244131 0.151951 0.682496 0.016415 0.126263 \n", - "5 0.908084 0.580197 0.911285 0.245631 0.910072 \n", - "6 1.000000 0.927008 0.952722 0.141129 1.000000 \n", - "9 0.654867 0.566628 0.939757 0.000000 0.000000 \n", + " Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", + "0 0.223828 0.871545 0.679245 0.246553 0.719035 0.000000 \n", + "2 0.175308 0.723859 0.175214 0.269313 0.671400 0.000000 \n", + "5 0.762540 0.937216 0.907008 0.814333 0.905203 0.154369 \n", + "6 0.258263 0.745865 0.380952 0.525571 0.730944 0.000000 \n", + "9 0.489792 0.484848 0.494845 0.494845 0.675674 0.000000 \n", "\n", - " anomaly \n", - "0 Sequenzeanomalie \n", - "2 Sequenzeanomalie \n", - "5 Sequenzeanomalie \n", - "6 Sequenzeanomalie \n", - "9 Sequenzeanomalie " + " Precision anomaly \n", + "0 0.0 Sequenzeanomalie \n", + "2 0.0 Sequenzeanomalie \n", + "5 1.0 Sequenzeanomalie \n", + "6 0.0 Sequenzeanomalie \n", + "9 0.0 Sequenzeanomalie " ] }, - "execution_count": 181, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -2942,7 +2928,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -3002,7 +2988,7 @@ "NAB" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "NAB", "NAB", @@ -3044,18 +3030,18 @@ "x0": " ", "xaxis": "x", "y": [ - 0.3169875495098878, - 0.1395342293514921, - 0.7728834814108334, - 0.9424402507920154, - 0.858911151071202, - 0.9651481667941308, - 0.1866206050735881, - 0.3326922242606973, - 0.5646258552787606, - 0.6468153250078241, - 0.2857797006988215, - 0.1308934252292885 + 0.1712348422234141, + 0.0789554093695429, + 0.8448721013149383, + 0.1643133093288575, + 0.4139142377604495, + 0.6343432487173599, + 0.100314997438485, + 0.0626935274371929, + 0.0989292543388991, + 0.2124202620562435, + 0.1230694768866554, + 0.1174605970685635 ], "y0": " ", "yaxis": "y" @@ -3112,7 +3098,7 @@ "WSD" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "WSD", "WSD", @@ -3162,22 +3148,22 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9039211801723712, - 0.6197761458514374, - 0.0333882045981459, - 0.2472741679558739, - 0.5544520465454805, - 0.9246437434592074, - 0.6655397724174666, - 0.5406967644476071, - 0.1052836737829387, - 0.5751950530073919, - 0.4881272573085585, - 0.7292855907588593, - 0.1522773586260804, - 0.5794798169549927, - 0.8376066346578397, - 0.8393506366540027 + 0.4348862741947762, + 0.0072786051792892, + 0.0020465926712742, + 0.0001921277811436, + 0.0834662530029794, + 0.0061991739007884, + 0.0020053363752814, + 0.1192128272261476, + 0.0085989440968323, + 0.0152894468020548, + 0.4406961973340506, + 0.0549985033722748, + 0.0116241455693966, + 0.2465903973907245, + 0.2023049769793997, + 0.3797092325918696 ], "y0": " ", "yaxis": "y" @@ -3195,7 +3181,7 @@ "MSL" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "MSL", "MSL", @@ -3219,9 +3205,9 @@ "x0": " ", "xaxis": "x", "y": [ - 0.7483296320266598, - 0.2118464760690687, - 0.503212017625898 + 0.2208742315494321, + 0.2565381964504278, + 0.1075420689922313 ], "y0": " ", "yaxis": "y" @@ -3260,7 +3246,7 @@ "Stock" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "Stock", "Stock", @@ -3298,16 +3284,16 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8599775207922964, - 0.8099657638270235, - 0.921762161702618, - 0.9241624136540588, - 0.2078184609468533, - 0.6686155257837655, - 0.2584858194809438, - 0.9611796726520152, - 0.9754375386835404, - 0.8882673196825479 + 0.0526347926958866, + 0.0618658700544456, + 0.1583384472261794, + 0.055437436098787, + 0.0506131535126924, + 0.0578458419493768, + 0.0493450471873438, + 0.1509019416397851, + 0.150226418280182, + 0.1661255440161962 ], "y0": " ", "yaxis": "y" @@ -3319,7 +3305,7 @@ "Daphnet" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "Daphnet" ], @@ -3339,7 +3325,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.2539555253290684 + 0.0334203029926677 ], "y0": " ", "yaxis": "y" @@ -3372,7 +3358,7 @@ "MITDB" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "MITDB", "MITDB", @@ -3406,14 +3392,14 @@ "x0": " ", "xaxis": "x", "y": [ - 0.6502544202362501, - 0.2555478145936748, - 0.3510047644929597, - 0.2466209725576415, - 0.0491999806762613, - 0.5821460372732854, - 0.1093083747002739, - 0.6929190089435182 + 0.8554879783837588, + 0.9402112403968608, + 0.3165555306032828, + 0.5698766529238668, + 0.0044617251069151, + 0.2863473889933967, + 0.9595256269953926, + 0.8229285139835512 ], "y0": " ", "yaxis": "y" @@ -3464,7 +3450,7 @@ "SMD" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "SMD", "SMD", @@ -3510,20 +3496,20 @@ "x0": " ", "xaxis": "x", "y": [ - 0.6342835488937564, - 0.0641040428221095, - 0.864443095123083, - 0.0663348047952907, - 0.1427890331293148, - 0.5111580967669298, - 0.8454532877918192, - 0.0640647714252684, - 0.562243704634419, - 0.8590995025669872, - 0.8399871956406603, - 0.0366186024111714, - 0.8574203593357078, - 0.058839846600424 + 0.3222309042663593, + 0.1089385586571187, + 0.1043868713347201, + 0.0247356192980136, + 0.0667230041454842, + 0.0109476458333124, + 0.0444391993875376, + 0.0659657042414183, + 0.0126530009900555, + 0.1087975563889606, + 0.0283502157092768, + 0.0266456009761572, + 0.1280348015179551, + 0.0309100524253754 ], "y0": " ", "yaxis": "y" @@ -3559,7 +3545,7 @@ "LTDB" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "LTDB", "LTDB", @@ -3595,15 +3581,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.3593913337379942, - 0.6580509837463299, - 0.3896387980620794, - 0.3966860975997532, - 0.3834621895337937, - 0.4710403725116854, - 0.4111911990388903, - 0.2843123906962077, - 0.3319933421789589 + 0.823099074302394, + 0.742654435420068, + 0.820346567089466, + 0.6683260309308499, + 0.2084062087327738, + 0.6667255557077535, + 0.9614042043731226, + 0.9733236272481725, + 0.8284943939182433 ], "y0": " ", "yaxis": "y" @@ -3639,7 +3625,7 @@ "MGAB" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "MGAB", "MGAB", @@ -3675,15 +3661,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.7516794647947204, - 0.4585975100023682, - 0.6009022164091685, - 0.4940026632485912, - 0.7602902375523733, - 0.6281985395205555, - 0.7250476837953153, - 0.6024832430707853, - 0.6915346400478372 + 0.0776923664985786, + 0.0368964222949016, + 0.0513734528255904, + 0.0525852412394804, + 0.0882088753493866, + 0.0859369939193551, + 0.0410513324792643, + 0.1998616500005349, + 0.1260918809021712 ], "y0": " ", "yaxis": "y" @@ -3701,7 +3687,7 @@ "SED" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "SED", "SED", @@ -3725,9 +3711,9 @@ "x0": " ", "xaxis": "x", "y": [ - 0.2692059748494155, - 0.3570480151082826, - 0.1340054841312965 + 0.7112973349477919, + 0.764512460104418, + 0.6902504870537683 ], "y0": " ", "yaxis": "y" @@ -3793,7 +3779,7 @@ "SVDB" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "SVDB", "SVDB", @@ -3849,25 +3835,25 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1566458111246136, - 0.3505554507939737, - 0.4625155143931614, - 0.2263763810322591, - 0.0996198472237436, - 0.4396339795176677, - 0.4455873770122047, - 0.2840783222961981, - 0.2074632038386549, - 0.6319002491108265, - 0.1614344162564465, - 0.5715131295251241, - 0.389551318619652, - 0.1245041931503486, - 0.5089163524543492, - 0.2293159076696276, - 0.3429626689530667, - 0.5959136536102498, - 0.5930736004592476 + 0.7885143526095852, + 0.863063585768947, + 0.7769221604097679, + 0.9978871979310991, + 0.7804363172818787, + 0.8997786472648355, + 0.9060855184981914, + 0.915135052014886, + 0.3908699975178493, + 0.7535964720414123, + 0.9179461001467804, + 0.6053633524584676, + 0.8791790115670586, + 0.9648171051919, + 0.7945047193237208, + 0.945345994988042, + 0.7601658038463308, + 0.2941511612992795, + 0.7457254088742251 ], "y0": " ", "yaxis": "y" @@ -3882,7 +3868,7 @@ "TAO" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "TAO", "TAO" @@ -3904,8 +3890,8 @@ "x0": " ", "xaxis": "x", "y": [ - 0.951377767367269, - 0.5601723188721845 + 0.1406602522903511, + 0.062407094644076 ], "y0": " ", "yaxis": "y" @@ -3929,7 +3915,7 @@ "IOPS" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "IOPS", "IOPS", @@ -3957,11 +3943,11 @@ "x0": " ", "xaxis": "x", "y": [ - 0.4240027218521848, - 0.2315054786457532, - 0.0208557373602764, - 0.3105621341458224, - 0.4437429036175893 + 0.0007634094257742, + 0.2962028198976819, + 0.1815054312003558, + 0.0216135877034446, + 0.0051843442308394 ], "y0": " ", "yaxis": "y" @@ -3982,7 +3968,7 @@ "NEK" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "NEK", "NEK", @@ -4008,10 +3994,10 @@ "x0": " ", "xaxis": "x", "y": [ - 0.7509388548286636, - 0.5673679450070035, - 0.5740881535845961, - 0.4983667843287255 + 0.1968275493634217, + 0.0602688587344568, + 0.6892957179198624, + 0.5538712065183758 ], "y0": " ", "yaxis": "y" @@ -4023,7 +4009,7 @@ "CATSv2" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "CATSv2" ], @@ -4043,7 +4029,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.3930451961624531 + 0.4523772176145589 ], "y0": " ", "yaxis": "y" @@ -4079,7 +4065,7 @@ "TODS" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "TODS", "TODS", @@ -4115,15 +4101,15 @@ "x0": " ", "xaxis": "x", "y": [ - 0.8673005596065668, - 0.8390612686468034, - 0.842385528095046, - 0.6367712553997285, - 0.6103666871924193, - 0.672538013199251, - 0.5285505255964346, - 0.6870316279567539, - 0.4683803638859793 + 0.0911999440655074, + 0.0792037267485256, + 0.0754004707257394, + 0.2389901189274668, + 0.7858100348510574, + 0.8513418543532874, + 0.1701437480093701, + 0.9987758344353704, + 0.7200028027469816 ], "y0": " ", "yaxis": "y" @@ -4135,7 +4121,7 @@ "Power" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "Power" ], @@ -4155,7 +4141,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1608581709679401 + 0.4962499459971852 ], "y0": " ", "yaxis": "y" @@ -4179,7 +4165,7 @@ "UCR" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "UCR", "UCR", @@ -4207,11 +4193,11 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0027007277607779, - 0.000050923064468673984, - 0.277268698876337, - 0.1097999228893614, - 0.6507913497211898 + 0.0001580777742649, + 0.000030237972846300383, + 0.0024813895781637, + 0.000017012878749213155, + 0.0015822784810126 ], "y0": " ", "yaxis": "y" @@ -4226,7 +4212,7 @@ "SMAP" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "SMAP", "SMAP" @@ -4248,8 +4234,8 @@ "x0": " ", "xaxis": "x", "y": [ - 0.3184842776083232, - 0.8814469842199644 + 0.7385047232307498, + 0.961878642581938 ], "y0": " ", "yaxis": "y" @@ -4261,7 +4247,7 @@ "SWaT" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "SWaT" ], @@ -4281,7 +4267,7 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1139147000964346 + 0.4588962370959195 ], "y0": " ", "yaxis": "y" @@ -4392,7 +4378,7 @@ "YAHOO" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "YAHOO", "YAHOO", @@ -4478,40 +4464,40 @@ "x0": " ", "xaxis": "x", "y": [ - 0.4022668428839835, - 0.2224790813738499, - 0.4009916295725522, - 0.2955954911280089, - 0.8388044529213917, - 0.3512796139016674, - 0.471362436884063, - 0.5172255114409279, - 0.501516874697691, - 0.4384496306959307, - 0.560642988241377, - 0.4603729168333838, 1, - 0.0984413382368522, - 0.0428093960541861, - 0.4552640900746102, - 0.913197600443576, - 0.9597549496692968, - 0.156781952508956, - 0.0161745734113279, - 0.6430696266188662, - 0.5915181268317624, - 0.2950021017682768, - 0.7816751797405942, - 0.4113457009522583, - 0.2263037067226355, - 0.2270676421340169, - 0.5506715377614436, - 0.8958582138355075, - 0.0611200627501371, - 0.5731709525968525, - 0.0152783246413842, - 0.0239205771575714, - 0.9002438262614647 + 0.0007363770250368, + 0.3605555555555555, + 0.2399758779953592, + 0.0009250693802035, + 1, + 0.5357142857142857, + 0.2653699188897745, + 0.0118632787928039, + 0.0095842421372954, + 1, + 1, + 0.0022883295194508, + 1, + 0.3801776006756148, + 1, + 1, + 0.0016155088852988, + 1, + 1, + 0.0007535795026375, + 1, + 0.5204081632653061, + 0.0019960079840319, + 0.0073290291726446, + 0.2562541806020066, + 0.1007938306210883, + 0.6666666666666666, + 0.0029850746268656, + 0.75, + 0.0007262164124909, + 1, + 0.0007468259895444, + 0.001081081081081 ], "y0": " ", "yaxis": "y" @@ -4616,7 +4602,7 @@ "Exathlon" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "Exathlon", "Exathlon", @@ -4698,38 +4684,38 @@ "x0": " ", "xaxis": "x", "y": [ - 0.165363943781076, - 0.1055959239234238, - 0.3087978328726254, - 0.2648772912003505, - 0.1055959239234238, - 0.3087978328726254, - 0.1791808557757056, - 0.4191576670523288, - 0.0667566583927776, - 0.2320033588030139, - 0.2227889589723902, - 0.1978424876813266, - 0.4191576670523288, - 0.1587733145550091, - 0.5149663971030274, - 0.1055959239234238, - 0.2227889589723902, - 0.5149663971030274, - 0.3928519110742927, - 0.1791808557757056, - 0.1867972292340807, - 0.2227889589723902, - 0.1791808557757056, - 0.3087978328726254, - 0.2227889589723902, - 0.1765141818070289, - 0.3087978328726254, - 0.4407613255054198, - 0.4191576670523288, - 0.1791808557757056, - 0.5149663971030274, - 0.1545390595957032 + 0.992550302435972, + 0.8308980058748746, + 0.8736329187668159, + 0.2408447526822411, + 0.6154274055484763, + 0.0780511293224378, + 0.1344932960667202, + 0.6468616927049384, + 0.0354016417202364, + 0.6356328725644497, + 0.1836052390457744, + 0.0772429014158623, + 0.9887392605033732, + 0.1391540656653996, + 0.4022675754122646, + 0.8041912762333603, + 0.2883762074574049, + 0.350938019051393, + 0.2727913472884148, + 0.1584199110981423, + 0.1589696147248999, + 0.2756358176620129, + 0.1422767785016533, + 0.0661548593857135, + 0.460092291769943, + 0.9113532406568624, + 0.8688539649316347, + 0.0435914948040654, + 0.9931160886392753, + 0.1449078292957489, + 0.5339561375522125, + 0.1232457805407691 ], "y0": " ", "yaxis": "y" @@ -4777,7 +4763,7 @@ "OPPORTUNITY" ] ], - "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>VUS-PR=%{y}<extra></extra>", + "hovertemplate": "<b>%{hovertext}</b><br><br>group=%{customdata[0]}<br>anomaly=%{x}<br>AUC-PR=%{y}<extra></extra>", "hovertext": [ "OPPORTUNITY", "OPPORTUNITY", @@ -4821,19 +4807,19 @@ "x0": " ", "xaxis": "x", "y": [ - 0.0953648913292644, - 0.253659602275774, - 0.0480513828451067, - 0.0874209459597214, - 0.0563996450978811, - 0.1508451718415078, - 0.0530334922256248, - 0.1665532246514894, - 0.1672574616125725, - 0.263726971466252, - 0.1819317278818272, - 0.1376392642338136, - 0.1461815647139532 + 0.4374788887739835, + 0.312012288679053, + 0.0144336849579979, + 0.0923098725236527, + 0.4709392867034568, + 0.3084752622908711, + 0.3285524777469855, + 0.1637124560062202, + 0.6719223700686413, + 0.0722513163293469, + 0.0870287825267176, + 0.5941881088199054, + 0.1316828770034426 ], "y0": " ", "yaxis": "y" @@ -5414,7 +5400,7 @@ } }, "title": { - "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für Sub-LOF </b>", + "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für KShapeAD </b>", "xanchor": "center", "y": 0.95, "yanchor": "top" @@ -5437,7 +5423,7 @@ 1 ], "title": { - "text": "VUS-PR" + "text": "AUC-PR" } } } @@ -5472,7 +5458,7 @@ }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -5481,81 +5467,81 @@ "text": [ " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", "group \n", - "CATSv2 298.530087 0.511976 0.740398 0.393045 0.760152 0.575803 \n", - "Daphnet 6.632036 0.252282 0.905126 0.253956 0.899824 0.406682 \n", - "Exathlon 9.833754 0.257618 0.647576 0.262478 0.653360 0.371983 \n", - "IOPS 40.815497 0.263492 0.852975 0.380817 0.892852 0.350879 \n", - "LTDB 72.072497 0.333160 0.627012 0.409530 0.712029 0.398966 \n", - "MGAB 14.901103 0.567335 0.987331 0.634748 0.995269 0.671333 \n", - "MITDB 1327.810889 0.385195 0.760688 0.367125 0.827341 0.431379 \n", - "MSL 1.503881 0.442670 0.879267 0.544711 0.922678 0.555176 \n", - "NAB 1.629958 0.495381 0.730109 0.532450 0.761626 0.544592 \n", - "NEK 0.625705 0.554506 0.863816 0.687020 0.911436 0.655181 \n", - "OPPORTUNITY 2.531083 0.158653 0.437972 0.149548 0.452675 0.230552 \n", - "Power 7.826579 0.175035 0.552633 0.160858 0.573030 0.211897 \n", - "SED 7.801529 0.109660 0.605685 0.253420 0.793686 0.216518 \n", - "SMAP 1.376011 0.510341 0.828578 0.597854 0.863763 0.595748 \n", - "SMD 3.926767 0.486307 0.857014 0.544696 0.868968 0.565768 \n", - "SVDB 87.218147 0.356140 0.720499 0.383000 0.776552 0.422369 \n", - "SWaT 183.587712 0.113563 0.375616 0.113915 0.377762 0.220540 \n", - "Stock 79.056635 0.115033 0.600040 0.747567 0.889482 0.190880 \n", - "TAO 39.657654 0.139803 0.612240 0.807694 0.892831 0.223327 \n", - "TODS 7.598674 0.166507 0.676933 0.691125 0.887259 0.270928 \n", - "UCR 31.333646 0.495182 0.917224 0.514326 0.946238 0.551956 \n", - "WSD 3.365790 0.539254 0.959885 0.551041 0.977565 0.594305 \n", - "YAHOO 0.776184 0.150503 0.916171 0.451001 0.930039 0.237975 \n", + "CATSv2 236.819437 0.452377 0.724201 0.230658 0.696605 0.507399 \n", + "Daphnet 35.623369 0.033420 0.120788 0.035690 0.119038 0.114305 \n", + "Exathlon 30.996458 0.420990 0.704579 0.420845 0.705633 0.476715 \n", + "IOPS 55.233800 0.068365 0.547448 0.064609 0.518019 0.119151 \n", + "LTDB 93.477461 0.743642 0.864903 0.811737 0.883000 0.743372 \n", + "MGAB 36.636040 0.084411 0.693115 0.069759 0.687555 0.229185 \n", + "MITDB 443.862543 0.594424 0.947580 0.606652 0.961219 0.600204 \n", + "MSL 2.604013 0.409835 0.825987 0.459063 0.839459 0.504202 \n", + "NAB 7.395364 0.396635 0.660959 0.415046 0.674869 0.478648 \n", + "NEK 0.978331 0.379153 0.673130 0.357818 0.587360 0.478314 \n", + "OPPORTUNITY 7.531728 0.366866 0.757637 0.347881 0.734117 0.434931 \n", + "Power 17.223233 0.496250 0.737337 0.510537 0.760943 0.566831 \n", + "SED 11.265208 0.722020 0.989946 0.907086 0.996810 0.780849 \n", + "SMAP 4.100383 0.601232 0.767636 0.609905 0.778792 0.593002 \n", + "SMD 11.754587 0.131250 0.655848 0.122593 0.658158 0.186660 \n", + "SVDB 69.581790 0.798760 0.984325 0.810962 0.987226 0.764633 \n", + "SWaT 1051.773305 0.458896 0.799756 0.381310 0.756757 0.629526 \n", + "Stock 57.478806 0.095333 0.529748 0.717890 0.836341 0.159066 \n", + "TAO 29.975217 0.103834 0.517935 0.721004 0.825628 0.172782 \n", + "TODS 8.645978 0.462057 0.809107 0.747606 0.885093 0.492481 \n", + "UCR 17.042999 0.465144 0.889491 0.460106 0.897374 0.480275 \n", + "WSD 9.334371 0.082639 0.662574 0.112541 0.680839 0.128861 \n", + "YAHOO 1.173619 0.435473 0.746907 0.491670 0.765170 0.466854 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "CATSv2 0.674950 0.575705 0.232829 0.751034 0.310946 \n", - "Daphnet 0.666667 0.420230 0.322369 0.830045 0.117953 \n", - "Exathlon 0.800635 0.526162 0.317170 0.804928 0.041724 \n", - "IOPS 0.620676 0.387128 0.365823 0.877418 0.356618 \n", - "LTDB 0.678791 0.522393 0.319594 0.789237 0.065606 \n", - "MGAB 0.712791 0.688846 0.689193 0.960863 0.775952 \n", - "MITDB 0.823174 0.687269 0.361808 0.907308 0.267250 \n", - "MSL 0.918910 0.757484 0.478641 0.934923 0.289677 \n", - "NAB 0.954451 0.885003 0.529483 0.939654 0.148962 \n", - "NEK 0.876030 0.783539 0.670862 0.953170 0.246789 \n", - "OPPORTUNITY 0.938092 0.823990 0.316216 0.927716 0.123624 \n", - "Power 0.913381 0.519774 0.290669 0.782209 0.096000 \n", - "SED 0.307548 0.219303 0.070964 0.835491 0.082465 \n", - "SMAP 0.842265 0.737461 0.535060 0.965606 0.524001 \n", - "SMD 0.838555 0.715433 0.487338 0.936624 0.569888 \n", - "SVDB 0.815126 0.696453 0.372470 0.913591 0.320710 \n", - "SWaT 0.963075 0.295203 0.095314 0.705366 0.009042 \n", - "Stock 0.171946 0.170557 0.114896 0.677843 0.004799 \n", - "TAO 0.224187 0.221474 0.232479 0.681972 0.017645 \n", - "TODS 0.414800 0.246763 0.247089 0.752759 0.058744 \n", - "UCR 0.804651 0.709924 0.505175 0.943542 0.761255 \n", - "WSD 0.718254 0.672151 0.612024 0.973103 0.798756 \n", - "YAHOO 0.238365 0.219175 0.251613 0.912850 0.564290 \n", + "CATSv2 0.626398 0.439105 0.170890 0.702560 0.300878 \n", + "Daphnet 0.128525 0.114273 0.396142 0.832210 0.000000 \n", + "Exathlon 0.909250 0.697865 0.443662 0.869385 0.012750 \n", + "IOPS 0.311225 0.106215 0.202900 0.736656 0.073274 \n", + "LTDB 0.860404 0.827142 0.731083 0.920124 0.097710 \n", + "MGAB 0.248686 0.229101 0.252603 0.739126 0.118095 \n", + "MITDB 0.699544 0.643637 0.647918 0.918732 0.373862 \n", + "MSL 0.650031 0.535044 0.532483 0.849117 0.145087 \n", + "NAB 0.766138 0.586103 0.525518 0.831252 0.050599 \n", + "NEK 0.615688 0.486707 0.522330 0.770504 0.001764 \n", + "OPPORTUNITY 0.860770 0.675563 0.377457 0.877531 0.021827 \n", + "Power 0.955110 0.863916 0.562924 0.957009 0.182667 \n", + "SED 0.882984 0.826164 0.808976 0.986410 0.655488 \n", + "SMAP 0.745946 0.722506 0.636957 0.907428 0.559008 \n", + "SMD 0.468453 0.288651 0.255678 0.771941 0.095875 \n", + "SVDB 0.878824 0.832142 0.697537 0.940637 0.659443 \n", + "SWaT 0.895086 0.433666 0.141600 0.705099 0.000000 \n", + "Stock 0.158497 0.158075 0.134519 0.667352 0.000479 \n", + "TAO 0.172423 0.172095 0.098197 0.679173 0.000000 \n", + "TODS 0.510765 0.327060 0.331376 0.747656 0.187118 \n", + "UCR 0.603514 0.540664 0.514970 0.885032 0.536193 \n", + "WSD 0.169441 0.143924 0.195417 0.756749 0.009756 \n", + "YAHOO 0.397359 0.388677 0.440259 0.854958 0.414790 \n", "\n", " Precision \n", "group \n", - "CATSv2 0.952401 \n", - "Daphnet 0.407186 \n", - "Exathlon 0.268818 \n", - "IOPS 0.232859 \n", - "LTDB 0.528795 \n", - "MGAB 0.555421 \n", - "MITDB 0.506898 \n", - "MSL 0.468071 \n", - "NAB 0.637919 \n", - "NEK 0.611677 \n", - "OPPORTUNITY 0.407288 \n", - "Power 0.362720 \n", - "SED 0.173993 \n", - "SMAP 0.511394 \n", - "SMD 0.423607 \n", - "SVDB 0.529825 \n", - "SWaT 0.055148 \n", - "Stock 0.191968 \n", - "TAO 0.224967 \n", - "TODS 0.205223 \n", - "UCR 0.238402 \n", - "WSD 0.265358 \n", - "YAHOO 0.068880 \n" + "CATSv2 0.997312 \n", + "Daphnet 0.000000 \n", + "Exathlon 0.164047 \n", + "IOPS 0.007659 \n", + "LTDB 0.847458 \n", + "MGAB 0.150940 \n", + "MITDB 0.613016 \n", + "MSL 0.222222 \n", + "NAB 0.205914 \n", + "NEK 0.008547 \n", + "OPPORTUNITY 0.071429 \n", + "Power 0.708926 \n", + "SED 0.687006 \n", + "SMAP 0.360987 \n", + "SMD 0.110133 \n", + "SVDB 0.751826 \n", + "SWaT 0.000000 \n", + "Stock 0.010490 \n", + "TAO 0.000000 \n", + "TODS 0.538600 \n", + "UCR 0.177598 \n", + "WSD 0.006061 \n", + "YAHOO 0.019690 \n" ] } ], @@ -5568,15 +5554,15 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Gesamtdauer Training in s: 18505.362, in min: 308.423, in h: 5.140\n", - "Durchschnittliches Training pro Datei in s: 46.613\n" + "Gesamtdauer Training in s: 12758.542, in min: 212.642, in h: 3.544\n", + "Durchschnittliches Training pro Datei in s: 32.137\n" ] } ], @@ -5595,15 +5581,15 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Durchschnittle Gesamt-Performanz des Modells: Sub-LOF\n", - "Recall: 0.420, Precision: 0.345, F1: 0.450, Auc-Roc: 0.794, Auc-PR: 0.374, Vus-PR: 0.473\n" + "Durchschnittle Gesamt-Performanz des Modells: KShapeAD\n", + "Recall: 0.247, Precision: 0.205, F1: 0.425, Auc-Roc: 0.757, Auc-PR: 0.383, Vus-PR: 0.423\n" ] } ], @@ -5622,7 +5608,7 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -5630,8 +5616,8 @@ "output_type": "stream", "text": [ "Anzahl an Datensätzen mit Punktanomalien: 55\n", - "Durchschnittle Gesamt-Performanz des Modells: Sub-LOF\n", - "Recall: 0.433, Precision: 0.077, F1: 0.207, Auc-Roc: 0.831, Auc-PR: 0.131, Vus-PR: 0.514\n" + "Durchschnittle Gesamt-Performanz des Modells: KShapeAD\n", + "Recall: 0.262, Precision: 0.019, F1: 0.321, Auc-Roc: 0.682, Auc-PR: 0.293, Vus-PR: 0.495\n" ] } ], @@ -5653,7 +5639,7 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -5662,33 +5648,33 @@ "text": [ " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", "group \n", - "IOPS 12.568524 0.121683 0.752821 0.327754 0.766857 0.305542 \n", - "Stock 79.056635 0.115033 0.600040 0.747567 0.889482 0.190880 \n", - "TAO 39.720064 0.145212 0.623099 0.755775 0.865220 0.234609 \n", - "TODS 11.743374 0.077775 0.576626 0.849582 0.910985 0.123648 \n", - "UCR 45.350693 0.040927 0.712320 0.208122 0.944659 0.073704 \n", - "WSD 2.786840 0.327958 0.970473 0.140331 0.971781 0.317294 \n", - "YAHOO 0.800434 0.141987 0.958061 0.475296 0.973913 0.226614 \n", + "IOPS 45.516933 0.148483 0.503996 0.065996 0.368166 0.221140 \n", + "Stock 57.478806 0.095333 0.529748 0.717890 0.836341 0.159066 \n", + "TAO 29.587291 0.101534 0.511766 0.634080 0.773293 0.170023 \n", + "TODS 12.472389 0.081935 0.601164 0.850387 0.908232 0.134504 \n", + "UCR 27.806806 0.000854 0.874113 0.004607 0.898198 0.001704 \n", + "WSD 10.255568 0.001119 0.384502 0.007506 0.386503 0.005422 \n", + "YAHOO 1.144278 0.464439 0.749328 0.518467 0.767219 0.478743 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "IOPS 0.573289 0.060249 0.089617 0.899868 0.250555 \n", - "Stock 0.171946 0.170557 0.114896 0.677843 0.004799 \n", - "TAO 0.235108 0.233242 0.269589 0.683937 0.019654 \n", - "TODS 0.123579 0.121521 0.169499 0.671932 0.006386 \n", - "UCR 0.073547 0.073547 0.089822 0.837652 0.600000 \n", - "WSD 0.357784 0.312380 0.325541 0.853444 0.500000 \n", - "YAHOO 0.195229 0.192963 0.246578 0.923807 0.620430 \n", + "IOPS 0.499519 0.251189 0.446503 0.800048 0.000000 \n", + "Stock 0.158497 0.158075 0.134519 0.667352 0.000479 \n", + "TAO 0.169646 0.169593 0.089392 0.679750 0.000000 \n", + "TODS 0.131855 0.131021 0.254328 0.673227 0.005109 \n", + "UCR 0.001661 0.001661 0.001008 0.812952 0.000000 \n", + "WSD 0.004479 0.004478 0.253760 0.733111 0.000000 \n", + "YAHOO 0.383285 0.383191 0.433819 0.864452 0.464516 \n", "\n", " Precision \n", "group \n", - "IOPS 0.008455 \n", - "Stock 0.191968 \n", - "TAO 0.255172 \n", - "TODS 0.166667 \n", - "UCR 0.002503 \n", - "WSD 0.166667 \n", - "YAHOO 0.030575 \n" + "IOPS 0.000000 \n", + "Stock 0.010490 \n", + "TAO 0.000000 \n", + "TODS 0.111111 \n", + "UCR 0.000000 \n", + "WSD 0.000000 \n", + "YAHOO 0.019426 \n" ] } ], @@ -5700,7 +5686,7 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -5708,8 +5694,8 @@ "output_type": "stream", "text": [ "Anzahl an Datensätzen mit Sequenzanomalien: 158\n", - "Durchschnittle Gesamt-Performanz des Modells: Sub-LOF\n", - "Recall: 0.261, Precision: 0.397, F1: 0.418, Auc-Roc: 0.726, Auc-PR: 0.330, Vus-PR: 0.393\n" + "Durchschnittle Gesamt-Performanz des Modells: KShapeAD\n", + "Recall: 0.161, Precision: 0.302, F1: 0.453, Auc-Roc: 0.760, Auc-PR: 0.396, Vus-PR: 0.411\n" ] } ], @@ -5731,7 +5717,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -5740,72 +5726,72 @@ "text": [ " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", "group \n", - "CATSv2 298.530087 0.511976 0.740398 0.393045 0.760152 0.575803 \n", - "Daphnet 6.632036 0.252282 0.905126 0.253956 0.899824 0.406682 \n", - "Exathlon 9.833754 0.257618 0.647576 0.262478 0.653360 0.371983 \n", - "IOPS 104.031703 0.157124 0.953948 0.258387 0.945881 0.220766 \n", - "LTDB 72.072497 0.333160 0.627012 0.409530 0.712029 0.398966 \n", - "MGAB 14.901103 0.567335 0.987331 0.634748 0.995269 0.671333 \n", - "MITDB 1327.810889 0.385195 0.760688 0.367125 0.827341 0.431379 \n", - "MSL 1.726543 0.368527 0.849005 0.487796 0.891995 0.522580 \n", - "NAB 1.640911 0.457316 0.746045 0.511944 0.775067 0.488274 \n", - "NEK 0.715299 0.433487 0.762823 0.597690 0.848369 0.528069 \n", - "OPPORTUNITY 2.691558 0.154555 0.484578 0.139082 0.505887 0.220768 \n", - "Power 7.826579 0.175035 0.552633 0.160858 0.573030 0.211897 \n", - "SED 7.801529 0.109660 0.605685 0.253420 0.793686 0.216518 \n", - "SMAP 1.277826 0.488277 0.860380 0.599966 0.869912 0.782205 \n", - "SMD 4.403478 0.339639 0.770853 0.457631 0.798094 0.444277 \n", - "SVDB 90.312594 0.329395 0.705861 0.359030 0.764855 0.403135 \n", - "SWaT 183.587712 0.113563 0.375616 0.113915 0.377762 0.220540 \n", - "TODS 3.880994 0.240756 0.780922 0.600606 0.914545 0.405820 \n", - "WSD 3.245855 0.452830 0.945897 0.608260 0.966831 0.509535 \n", - "YAHOO 0.599573 0.242005 0.467560 0.188491 0.459251 0.324732 \n", + "CATSv2 236.819437 0.452377 0.724201 0.230658 0.696605 0.507399 \n", + "Daphnet 35.623369 0.033420 0.120788 0.035690 0.119038 0.114305 \n", + "Exathlon 30.996458 0.420990 0.704579 0.420845 0.705633 0.476715 \n", + "IOPS 22.287605 0.069434 0.560650 0.090598 0.576921 0.142728 \n", + "LTDB 93.477461 0.743642 0.864903 0.811737 0.883000 0.743372 \n", + "MGAB 36.636040 0.084411 0.693115 0.069759 0.687555 0.229185 \n", + "MITDB 443.862543 0.594424 0.947580 0.606652 0.961219 0.600204 \n", + "MSL 2.294159 0.194985 0.726015 0.290049 0.736139 0.411590 \n", + "NAB 4.943181 0.251877 0.589256 0.282421 0.613141 0.332874 \n", + "NEK 1.092160 0.375066 0.635456 0.282706 0.445377 0.503649 \n", + "OPPORTUNITY 8.709118 0.283461 0.710465 0.253277 0.657397 0.362509 \n", + "Power 17.223233 0.496250 0.737337 0.510537 0.760943 0.566831 \n", + "SED 11.265208 0.722020 0.989946 0.907086 0.996810 0.780849 \n", + "SMAP 3.354420 0.850192 0.977862 0.861769 0.982293 0.813132 \n", + "SMD 10.538638 0.077411 0.648348 0.070547 0.640256 0.154819 \n", + "SVDB 71.883359 0.788394 0.983502 0.804276 0.986567 0.753662 \n", + "SWaT 1051.773305 0.458896 0.799756 0.381310 0.756757 0.629526 \n", + "TODS 5.017621 0.627511 0.917800 0.719779 0.916483 0.630390 \n", + "WSD 8.363367 0.143776 0.756489 0.192884 0.782639 0.218349 \n", + "YAHOO 1.174419 0.240316 0.691290 0.276917 0.691833 0.439016 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "CATSv2 0.674950 0.575705 0.232829 0.751034 0.310946 \n", - "Daphnet 0.666667 0.420230 0.322369 0.830045 0.117953 \n", - "Exathlon 0.800635 0.526162 0.317170 0.804928 0.041724 \n", - "IOPS 0.393792 0.277938 0.292347 0.801305 0.221409 \n", - "LTDB 0.678791 0.522393 0.319594 0.789237 0.065606 \n", - "MGAB 0.712791 0.688846 0.689193 0.960863 0.775952 \n", - "MITDB 0.823174 0.687269 0.361808 0.907308 0.267250 \n", - "MSL 0.855192 0.577240 0.438985 0.862120 0.034389 \n", - "NAB 0.937512 0.845035 0.528333 0.907974 0.094061 \n", - "NEK 0.834592 0.765443 0.642710 0.927434 0.192977 \n", - "OPPORTUNITY 0.905013 0.790889 0.297577 0.904926 0.131947 \n", - "Power 0.913381 0.519774 0.290669 0.782209 0.096000 \n", - "SED 0.307548 0.219303 0.070964 0.835491 0.082465 \n", - "SMAP 0.949404 0.594994 0.695806 0.928424 0.474002 \n", - "SMD 0.706484 0.520657 0.432145 0.882673 0.476923 \n", - "SVDB 0.805395 0.680477 0.362640 0.909054 0.289940 \n", - "SWaT 0.963075 0.295203 0.095314 0.705366 0.009042 \n", - "TODS 0.565282 0.389080 0.344613 0.861731 0.075780 \n", - "WSD 0.639516 0.586780 0.547176 0.979343 0.786214 \n", - "YAHOO 0.651351 0.455338 0.304982 0.813197 0.133058 \n", + "CATSv2 0.626398 0.439105 0.170890 0.702560 0.300878 \n", + "Daphnet 0.128525 0.114273 0.396142 0.832210 0.000000 \n", + "Exathlon 0.909250 0.697865 0.443662 0.869385 0.012750 \n", + "IOPS 0.239655 0.149653 0.281651 0.815485 0.333333 \n", + "LTDB 0.860404 0.827142 0.731083 0.920124 0.097710 \n", + "MGAB 0.248686 0.229101 0.252603 0.739126 0.118095 \n", + "MITDB 0.699544 0.643637 0.647918 0.918732 0.373862 \n", + "MSL 0.571469 0.412982 0.472232 0.781600 0.000000 \n", + "NAB 0.732157 0.449236 0.372593 0.764737 0.014752 \n", + "NEK 0.677964 0.478924 0.551187 0.711606 0.003968 \n", + "OPPORTUNITY 0.816442 0.580687 0.360515 0.853285 0.047013 \n", + "Power 0.955110 0.863916 0.562924 0.957009 0.182667 \n", + "SED 0.882984 0.826164 0.808976 0.986410 0.655488 \n", + "SMAP 1.000000 1.000000 0.828955 0.998218 0.796642 \n", + "SMD 0.357111 0.175342 0.224130 0.732669 0.054639 \n", + "SVDB 0.872447 0.823307 0.695783 0.937513 0.641519 \n", + "SWaT 0.895086 0.433666 0.141600 0.705099 0.000000 \n", + "TODS 0.668963 0.523462 0.519941 0.853262 0.169565 \n", + "WSD 0.287165 0.246194 0.286497 0.797086 0.017422 \n", + "YAHOO 0.584627 0.463809 0.542449 0.805978 0.000000 \n", "\n", " Precision \n", "group \n", - "CATSv2 0.952401 \n", - "Daphnet 0.407186 \n", - "Exathlon 0.268818 \n", - "IOPS 0.129630 \n", - "LTDB 0.528795 \n", - "MGAB 0.555421 \n", - "MITDB 0.506898 \n", - "MSL 0.328403 \n", - "NAB 0.593864 \n", - "NEK 0.560389 \n", - "OPPORTUNITY 0.355430 \n", - "Power 0.362720 \n", - "SED 0.173993 \n", - "SMAP 0.478988 \n", - "SMD 0.361177 \n", - "SVDB 0.529653 \n", - "SWaT 0.055148 \n", - "TODS 0.220881 \n", - "WSD 0.272025 \n", - "YAHOO 0.462963 \n" + "CATSv2 0.997312 \n", + "Daphnet 0.000000 \n", + "Exathlon 0.164047 \n", + "IOPS 0.006051 \n", + "LTDB 0.847458 \n", + "MGAB 0.150940 \n", + "MITDB 0.613016 \n", + "MSL 0.000000 \n", + "NAB 0.147133 \n", + "NEK 0.019231 \n", + "OPPORTUNITY 0.153846 \n", + "Power 0.708926 \n", + "SED 0.687006 \n", + "SMAP 0.737909 \n", + "SMD 0.124538 \n", + "SVDB 0.758392 \n", + "SWaT 0.000000 \n", + "TODS 0.524876 \n", + "WSD 0.010823 \n", + "YAHOO 0.000000 \n" ] } ], @@ -5824,7 +5810,7 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -5868,210 +5854,210 @@ " <tbody>\n", " <tr>\n", " <th>CATSv2</th>\n", - " <td>0.511976</td>\n", - " <td>0.740398</td>\n", - " <td>0.393045</td>\n", - " <td>0.575803</td>\n", - " <td>0.310946</td>\n", - " <td>0.952401</td>\n", + " <td>0.452377</td>\n", + " <td>0.724201</td>\n", + " <td>0.230658</td>\n", + " <td>0.507399</td>\n", + " <td>0.300878</td>\n", + " <td>0.997312</td>\n", " </tr>\n", " <tr>\n", " <th>Daphnet</th>\n", - " <td>0.252282</td>\n", - " <td>0.905126</td>\n", - " <td>0.253956</td>\n", - " <td>0.406682</td>\n", - " <td>0.117953</td>\n", - " <td>0.407186</td>\n", + " <td>0.033420</td>\n", + " <td>0.120788</td>\n", + " <td>0.035690</td>\n", + " <td>0.114305</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Exathlon</th>\n", - " <td>0.257618</td>\n", - " <td>0.647576</td>\n", - " <td>0.262478</td>\n", - " <td>0.371983</td>\n", - " <td>0.041724</td>\n", - " <td>0.268818</td>\n", + " <td>0.420990</td>\n", + " <td>0.704579</td>\n", + " <td>0.420845</td>\n", + " <td>0.476715</td>\n", + " <td>0.012750</td>\n", + " <td>0.164047</td>\n", " </tr>\n", " <tr>\n", " <th>IOPS</th>\n", - " <td>0.263492</td>\n", - " <td>0.852975</td>\n", - " <td>0.380817</td>\n", - " <td>0.350879</td>\n", - " <td>0.356618</td>\n", - " <td>0.232859</td>\n", + " <td>0.068365</td>\n", + " <td>0.547448</td>\n", + " <td>0.064609</td>\n", + " <td>0.119151</td>\n", + " <td>0.073274</td>\n", + " <td>0.007659</td>\n", " </tr>\n", " <tr>\n", " <th>LTDB</th>\n", - " <td>0.333160</td>\n", - " <td>0.627012</td>\n", - " <td>0.409530</td>\n", - " <td>0.398966</td>\n", - " <td>0.065606</td>\n", - " <td>0.528795</td>\n", + " <td>0.743642</td>\n", + " <td>0.864903</td>\n", + " <td>0.811737</td>\n", + " <td>0.743372</td>\n", + " <td>0.097710</td>\n", + " <td>0.847458</td>\n", " </tr>\n", " <tr>\n", " <th>MGAB</th>\n", - " <td>0.567335</td>\n", - " <td>0.987331</td>\n", - " <td>0.634748</td>\n", - " <td>0.671333</td>\n", - " <td>0.775952</td>\n", - " <td>0.555421</td>\n", + " <td>0.084411</td>\n", + " <td>0.693115</td>\n", + " <td>0.069759</td>\n", + " <td>0.229185</td>\n", + " <td>0.118095</td>\n", + " <td>0.150940</td>\n", " </tr>\n", " <tr>\n", " <th>MITDB</th>\n", - " <td>0.385195</td>\n", - " <td>0.760688</td>\n", - " <td>0.367125</td>\n", - " <td>0.431379</td>\n", - " <td>0.267250</td>\n", - " <td>0.506898</td>\n", + " <td>0.594424</td>\n", + " <td>0.947580</td>\n", + " <td>0.606652</td>\n", + " <td>0.600204</td>\n", + " <td>0.373862</td>\n", + " <td>0.613016</td>\n", " </tr>\n", " <tr>\n", " <th>MSL</th>\n", - " <td>0.442670</td>\n", - " <td>0.879267</td>\n", - " <td>0.544711</td>\n", - " <td>0.555176</td>\n", - " <td>0.289677</td>\n", - " <td>0.468071</td>\n", + " <td>0.409835</td>\n", + " <td>0.825987</td>\n", + " <td>0.459063</td>\n", + " <td>0.504202</td>\n", + " <td>0.145087</td>\n", + " <td>0.222222</td>\n", " </tr>\n", " <tr>\n", " <th>NAB</th>\n", - " <td>0.495381</td>\n", - " <td>0.730109</td>\n", - " <td>0.532450</td>\n", - " <td>0.544592</td>\n", - " <td>0.148962</td>\n", - " <td>0.637919</td>\n", + " <td>0.396635</td>\n", + " <td>0.660959</td>\n", + " <td>0.415046</td>\n", + " <td>0.478648</td>\n", + " <td>0.050599</td>\n", + " <td>0.205914</td>\n", " </tr>\n", " <tr>\n", " <th>NEK</th>\n", - " <td>0.554506</td>\n", - " <td>0.863816</td>\n", - " <td>0.687020</td>\n", - " <td>0.655181</td>\n", - " <td>0.246789</td>\n", - " <td>0.611677</td>\n", + " <td>0.379153</td>\n", + " <td>0.673130</td>\n", + " <td>0.357818</td>\n", + " <td>0.478314</td>\n", + " <td>0.001764</td>\n", + " <td>0.008547</td>\n", " </tr>\n", " <tr>\n", " <th>OPPORTUNITY</th>\n", - " <td>0.158653</td>\n", - " <td>0.437972</td>\n", - " <td>0.149548</td>\n", - " <td>0.230552</td>\n", - " <td>0.123624</td>\n", - " <td>0.407288</td>\n", + " <td>0.366866</td>\n", + " <td>0.757637</td>\n", + " <td>0.347881</td>\n", + " <td>0.434931</td>\n", + " <td>0.021827</td>\n", + " <td>0.071429</td>\n", " </tr>\n", " <tr>\n", " <th>Power</th>\n", - " <td>0.175035</td>\n", - " <td>0.552633</td>\n", - " <td>0.160858</td>\n", - " <td>0.211897</td>\n", - " <td>0.096000</td>\n", - " <td>0.362720</td>\n", + " <td>0.496250</td>\n", + " <td>0.737337</td>\n", + " <td>0.510537</td>\n", + " <td>0.566831</td>\n", + " <td>0.182667</td>\n", + " <td>0.708926</td>\n", " </tr>\n", " <tr>\n", " <th>SED</th>\n", - " <td>0.109660</td>\n", - " <td>0.605685</td>\n", - " <td>0.253420</td>\n", - " <td>0.216518</td>\n", - " <td>0.082465</td>\n", - " <td>0.173993</td>\n", + " <td>0.722020</td>\n", + " <td>0.989946</td>\n", + " <td>0.907086</td>\n", + " <td>0.780849</td>\n", + " <td>0.655488</td>\n", + " <td>0.687006</td>\n", " </tr>\n", " <tr>\n", " <th>SMAP</th>\n", - " <td>0.510341</td>\n", - " <td>0.828578</td>\n", - " <td>0.597854</td>\n", - " <td>0.595748</td>\n", - " <td>0.524001</td>\n", - " <td>0.511394</td>\n", + " <td>0.601232</td>\n", + " <td>0.767636</td>\n", + " <td>0.609905</td>\n", + " <td>0.593002</td>\n", + " <td>0.559008</td>\n", + " <td>0.360987</td>\n", " </tr>\n", " <tr>\n", " <th>SMD</th>\n", - " <td>0.486307</td>\n", - " <td>0.857014</td>\n", - " <td>0.544696</td>\n", - " <td>0.565768</td>\n", - " <td>0.569888</td>\n", - " <td>0.423607</td>\n", + " <td>0.131250</td>\n", + " <td>0.655848</td>\n", + " <td>0.122593</td>\n", + " <td>0.186660</td>\n", + " <td>0.095875</td>\n", + " <td>0.110133</td>\n", " </tr>\n", " <tr>\n", " <th>SVDB</th>\n", - " <td>0.356140</td>\n", - " <td>0.720499</td>\n", - " <td>0.383000</td>\n", - " <td>0.422369</td>\n", - " <td>0.320710</td>\n", - " <td>0.529825</td>\n", + " <td>0.798760</td>\n", + " <td>0.984325</td>\n", + " <td>0.810962</td>\n", + " <td>0.764633</td>\n", + " <td>0.659443</td>\n", + " <td>0.751826</td>\n", " </tr>\n", " <tr>\n", " <th>SWaT</th>\n", - " <td>0.113563</td>\n", - " <td>0.375616</td>\n", - " <td>0.113915</td>\n", - " <td>0.220540</td>\n", - " <td>0.009042</td>\n", - " <td>0.055148</td>\n", + " <td>0.458896</td>\n", + " <td>0.799756</td>\n", + " <td>0.381310</td>\n", + " <td>0.629526</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Stock</th>\n", - " <td>0.115033</td>\n", - " <td>0.600040</td>\n", - " <td>0.747567</td>\n", - " <td>0.190880</td>\n", - " <td>0.004799</td>\n", - " <td>0.191968</td>\n", + " <td>0.095333</td>\n", + " <td>0.529748</td>\n", + " <td>0.717890</td>\n", + " <td>0.159066</td>\n", + " <td>0.000479</td>\n", + " <td>0.010490</td>\n", " </tr>\n", " <tr>\n", " <th>TAO</th>\n", - " <td>0.139803</td>\n", - " <td>0.612240</td>\n", - " <td>0.807694</td>\n", - " <td>0.223327</td>\n", - " <td>0.017645</td>\n", - " <td>0.224967</td>\n", + " <td>0.103834</td>\n", + " <td>0.517935</td>\n", + " <td>0.721004</td>\n", + " <td>0.172782</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>TODS</th>\n", - " <td>0.166507</td>\n", - " <td>0.676933</td>\n", - " <td>0.691125</td>\n", - " <td>0.270928</td>\n", - " <td>0.058744</td>\n", - " <td>0.205223</td>\n", + " <td>0.462057</td>\n", + " <td>0.809107</td>\n", + " <td>0.747606</td>\n", + " <td>0.492481</td>\n", + " <td>0.187118</td>\n", + " <td>0.538600</td>\n", " </tr>\n", " <tr>\n", " <th>UCR</th>\n", - " <td>0.495182</td>\n", - " <td>0.917224</td>\n", - " <td>0.514326</td>\n", - " <td>0.551956</td>\n", - " <td>0.761255</td>\n", - " <td>0.238402</td>\n", + " <td>0.465144</td>\n", + " <td>0.889491</td>\n", + " <td>0.460106</td>\n", + " <td>0.480275</td>\n", + " <td>0.536193</td>\n", + " <td>0.177598</td>\n", " </tr>\n", " <tr>\n", " <th>WSD</th>\n", - " <td>0.539254</td>\n", - " <td>0.959885</td>\n", - " <td>0.551041</td>\n", - " <td>0.594305</td>\n", - " <td>0.798756</td>\n", - " <td>0.265358</td>\n", + " <td>0.082639</td>\n", + " <td>0.662574</td>\n", + " <td>0.112541</td>\n", + " <td>0.128861</td>\n", + " <td>0.009756</td>\n", + " <td>0.006061</td>\n", " </tr>\n", " <tr>\n", " <th>YAHOO</th>\n", - " <td>0.150503</td>\n", - " <td>0.916171</td>\n", - " <td>0.451001</td>\n", - " <td>0.237975</td>\n", - " <td>0.564290</td>\n", - " <td>0.068880</td>\n", + " <td>0.435473</td>\n", + " <td>0.746907</td>\n", + " <td>0.491670</td>\n", + " <td>0.466854</td>\n", + " <td>0.414790</td>\n", + " <td>0.019690</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -6080,32 +6066,32 @@ "text/plain": [ " AUC-PR AUC-ROC VUS-PR Standard-F1 Recall Precision\n", "group \n", - "CATSv2 0.511976 0.740398 0.393045 0.575803 0.310946 0.952401\n", - "Daphnet 0.252282 0.905126 0.253956 0.406682 0.117953 0.407186\n", - "Exathlon 0.257618 0.647576 0.262478 0.371983 0.041724 0.268818\n", - "IOPS 0.263492 0.852975 0.380817 0.350879 0.356618 0.232859\n", - "LTDB 0.333160 0.627012 0.409530 0.398966 0.065606 0.528795\n", - "MGAB 0.567335 0.987331 0.634748 0.671333 0.775952 0.555421\n", - "MITDB 0.385195 0.760688 0.367125 0.431379 0.267250 0.506898\n", - "MSL 0.442670 0.879267 0.544711 0.555176 0.289677 0.468071\n", - "NAB 0.495381 0.730109 0.532450 0.544592 0.148962 0.637919\n", - "NEK 0.554506 0.863816 0.687020 0.655181 0.246789 0.611677\n", - "OPPORTUNITY 0.158653 0.437972 0.149548 0.230552 0.123624 0.407288\n", - "Power 0.175035 0.552633 0.160858 0.211897 0.096000 0.362720\n", - "SED 0.109660 0.605685 0.253420 0.216518 0.082465 0.173993\n", - "SMAP 0.510341 0.828578 0.597854 0.595748 0.524001 0.511394\n", - "SMD 0.486307 0.857014 0.544696 0.565768 0.569888 0.423607\n", - "SVDB 0.356140 0.720499 0.383000 0.422369 0.320710 0.529825\n", - "SWaT 0.113563 0.375616 0.113915 0.220540 0.009042 0.055148\n", - "Stock 0.115033 0.600040 0.747567 0.190880 0.004799 0.191968\n", - "TAO 0.139803 0.612240 0.807694 0.223327 0.017645 0.224967\n", - "TODS 0.166507 0.676933 0.691125 0.270928 0.058744 0.205223\n", - "UCR 0.495182 0.917224 0.514326 0.551956 0.761255 0.238402\n", - "WSD 0.539254 0.959885 0.551041 0.594305 0.798756 0.265358\n", - "YAHOO 0.150503 0.916171 0.451001 0.237975 0.564290 0.068880" + "CATSv2 0.452377 0.724201 0.230658 0.507399 0.300878 0.997312\n", + "Daphnet 0.033420 0.120788 0.035690 0.114305 0.000000 0.000000\n", + "Exathlon 0.420990 0.704579 0.420845 0.476715 0.012750 0.164047\n", + "IOPS 0.068365 0.547448 0.064609 0.119151 0.073274 0.007659\n", + "LTDB 0.743642 0.864903 0.811737 0.743372 0.097710 0.847458\n", + "MGAB 0.084411 0.693115 0.069759 0.229185 0.118095 0.150940\n", + "MITDB 0.594424 0.947580 0.606652 0.600204 0.373862 0.613016\n", + "MSL 0.409835 0.825987 0.459063 0.504202 0.145087 0.222222\n", + "NAB 0.396635 0.660959 0.415046 0.478648 0.050599 0.205914\n", + "NEK 0.379153 0.673130 0.357818 0.478314 0.001764 0.008547\n", + "OPPORTUNITY 0.366866 0.757637 0.347881 0.434931 0.021827 0.071429\n", + "Power 0.496250 0.737337 0.510537 0.566831 0.182667 0.708926\n", + "SED 0.722020 0.989946 0.907086 0.780849 0.655488 0.687006\n", + "SMAP 0.601232 0.767636 0.609905 0.593002 0.559008 0.360987\n", + "SMD 0.131250 0.655848 0.122593 0.186660 0.095875 0.110133\n", + "SVDB 0.798760 0.984325 0.810962 0.764633 0.659443 0.751826\n", + "SWaT 0.458896 0.799756 0.381310 0.629526 0.000000 0.000000\n", + "Stock 0.095333 0.529748 0.717890 0.159066 0.000479 0.010490\n", + "TAO 0.103834 0.517935 0.721004 0.172782 0.000000 0.000000\n", + "TODS 0.462057 0.809107 0.747606 0.492481 0.187118 0.538600\n", + "UCR 0.465144 0.889491 0.460106 0.480275 0.536193 0.177598\n", + "WSD 0.082639 0.662574 0.112541 0.128861 0.009756 0.006061\n", + "YAHOO 0.435473 0.746907 0.491670 0.466854 0.414790 0.019690" ] }, - "execution_count": 190, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -6118,40 +6104,40 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "group\n", - "SED 0.109660\n", - "SWaT 0.113563\n", - "Stock 0.115033\n", - "TAO 0.139803\n", - "YAHOO 0.150503\n", - "OPPORTUNITY 0.158653\n", - "TODS 0.166507\n", - "Power 0.175035\n", - "Daphnet 0.252282\n", - "Exathlon 0.257618\n", - "IOPS 0.263492\n", - "LTDB 0.333160\n", - "SVDB 0.356140\n", - "MITDB 0.385195\n", - "MSL 0.442670\n", - "SMD 0.486307\n", - "UCR 0.495182\n", - "NAB 0.495381\n", - "SMAP 0.510341\n", - "CATSv2 0.511976\n", - "WSD 0.539254\n", - "NEK 0.554506\n", - "MGAB 0.567335\n", + "Daphnet 0.033420\n", + "IOPS 0.068365\n", + "WSD 0.082639\n", + "MGAB 0.084411\n", + "Stock 0.095333\n", + "TAO 0.103834\n", + "SMD 0.131250\n", + "OPPORTUNITY 0.366866\n", + "NEK 0.379153\n", + "NAB 0.396635\n", + "MSL 0.409835\n", + "Exathlon 0.420990\n", + "YAHOO 0.435473\n", + "CATSv2 0.452377\n", + "SWaT 0.458896\n", + "TODS 0.462057\n", + "UCR 0.465144\n", + "Power 0.496250\n", + "MITDB 0.594424\n", + "SMAP 0.601232\n", + "SED 0.722020\n", + "LTDB 0.743642\n", + "SVDB 0.798760\n", "Name: AUC-PR, dtype: float64" ] }, - "execution_count": 191, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -6163,40 +6149,40 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "group\n", - "SWaT 0.113915\n", - "OPPORTUNITY 0.149548\n", - "Power 0.160858\n", - "SED 0.253420\n", - "Daphnet 0.253956\n", - "Exathlon 0.262478\n", - "MITDB 0.367125\n", - "IOPS 0.380817\n", - "SVDB 0.383000\n", - "CATSv2 0.393045\n", - "LTDB 0.409530\n", - "YAHOO 0.451001\n", - "UCR 0.514326\n", - "NAB 0.532450\n", - "SMD 0.544696\n", - "MSL 0.544711\n", - "WSD 0.551041\n", - "SMAP 0.597854\n", - "MGAB 0.634748\n", - "NEK 0.687020\n", - "TODS 0.691125\n", - "Stock 0.747567\n", - "TAO 0.807694\n", + "Daphnet 0.035690\n", + "IOPS 0.064609\n", + "MGAB 0.069759\n", + "WSD 0.112541\n", + "SMD 0.122593\n", + "CATSv2 0.230658\n", + "OPPORTUNITY 0.347881\n", + "NEK 0.357818\n", + "SWaT 0.381310\n", + "NAB 0.415046\n", + "Exathlon 0.420845\n", + "MSL 0.459063\n", + "UCR 0.460106\n", + "YAHOO 0.491670\n", + "Power 0.510537\n", + "MITDB 0.606652\n", + "SMAP 0.609905\n", + "Stock 0.717890\n", + "TAO 0.721004\n", + "TODS 0.747606\n", + "SVDB 0.810962\n", + "LTDB 0.811737\n", + "SED 0.907086\n", "Name: VUS-PR, dtype: float64" ] }, - "execution_count": 192, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } diff --git a/src/models/desi/test_hyperparameters.ipynb b/src/models/desi/test_hyperparameters.ipynb index 65452fe14e0a14b34bc242e561b94cc709d21032..12eb203b8030991ede5c2e9d36b03d07739b9648 100644 --- a/src/models/desi/test_hyperparameters.ipynb +++ b/src/models/desi/test_hyperparameters.ipynb @@ -2,9 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 62, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CUDA available: True\n", + "cuDNN version: 90100\n" + ] + } + ], "source": [ "import numpy as np\n", "\n", @@ -13,38 +22,38 @@ "sys.path.append(str(pathlib.Path.absolute)+ '../../../../../')\n", "from src.utils.slidingWindows import find_length_rank\n", "from src.run_model_wrapper import preprocess_data\n", - "from src.models.sofia_modelle.KNN import KNN\n", - "from src.evaluation import get_metrics" + "from src.evaluation import get_metrics\n", + "from SAND import SAND" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Hyperparamater\n", - "params = {'n_neighbors': 50, 'method': 'largest', 'periodicity':1}" + "params = {'periodicity': 1}" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#Fit Funktion\n", - "def run_Sub_KNN(data, n_neighbors=10, method='largest', periodicity=1, n_jobs=1):\n", + "def run_KShapeAD(data, periodicity=1):\n", " slidingWindow = find_length_rank(data, rank=periodicity)\n", - " clf = KNN(slidingWindow=slidingWindow, n_neighbors=n_neighbors,method=method, n_jobs=n_jobs)\n", - " clf.fit(data)\n", + " clf = SAND(pattern_length=slidingWindow, subsequence_length=4*(slidingWindow))\n", + " clf.fit(X=data.squeeze(),online=False, overlaping_rate=int(1.5*slidingWindow))\n", " score = clf.decision_scores_\n", " return score.ravel()" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -54,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -64,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -78,6 +87,46 @@ "name": "stderr", "output_type": "stream", "text": [ + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" ] @@ -93,6 +142,30 @@ "name": "stderr", "output_type": "stream", "text": [ + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" ] @@ -108,6 +181,34 @@ "name": "stderr", "output_type": "stream", "text": [ + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", + "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", + " warnings.warn(\n", "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" ] @@ -126,7 +227,7 @@ " train_data = time_series['train_data']\n", " \n", " #scores = run_LOF(train_data,data, **params)\n", - " scores = run_Sub_KNN(data, **params)\n", + " scores = run_KShapeAD(data, **params)\n", "\n", " slidingWindow = time_series['sliding_window']\n", " metrics = get_metrics(scores, labels=label, slidingWindow=slidingWindow)\n", @@ -135,18 +236,18 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Datei: 257_TAO_id_1_Environment_tr_500_1st_3.csv, AUC-PR: 0.12329675188802566, VUS-PR: 0.9079681057410124\n", - "Datei: 258_TAO_id_2_Environment_tr_500_1st_4.csv, AUC-PR: 0.15584484586202274, VUS-PR: 0.9463314499613164\n", - "Datei: 259_TAO_id_3_Environment_tr_500_1st_7.csv, AUC-PR: 0.03747524809411396, VUS-PR: 0.19297952994706424\n", - "Durchschnittlicher AUC-PR: 0.1055389486147208\n", - "Durchschnittlicher VUS-PR: 0.682426361883131\n" + "Datei: 257_TAO_id_1_Environment_tr_500_1st_3.csv, AUC-PR: 0.0983782436258824, VUS-PR: 0.8871743329644867\n", + "Datei: 258_TAO_id_2_Environment_tr_500_1st_4.csv, AUC-PR: 0.14906529874605562, VUS-PR: 0.9406478652985084\n", + "Datei: 259_TAO_id_3_Environment_tr_500_1st_7.csv, AUC-PR: 0.04592060635184418, VUS-PR: 0.2505436799139267\n", + "Durchschnittlicher AUC-PR: 0.09778804957459407\n", + "Durchschnittlicher VUS-PR: 0.6927886260589741\n" ] } ], @@ -168,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -177,7 +278,7 @@ "dict_keys(['AUC-PR', 'AUC-ROC', 'VUS-PR', 'VUS-ROC', 'Standard-F1', 'PA-F1', 'Event-based-F1', 'R-based-F1', 'Affiliation-F', 'Precision', 'Recall'])" ] }, - "execution_count": 76, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }