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Commit 30fc2011 authored by Desiree Wyrzykala's avatar Desiree Wyrzykala
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Merge branch 'dev_Ahmad' into 'main' 

PCA4 , PCA7

See merge request !16
parents aeed9d1f 0e6ed5a2
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docs/evaluation/run_Sub_PCA4.csv 0 → 100644
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params,file_name,duration,group,point anomaly,seq anomaly,AUC-PR,AUC-ROC,VUS-PR,VUS-ROC,Standard-F1,PA-F1,Event-based-F1,R-based-F1,Affiliation-F,Recall,Precision
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"{'periodicity': 2, 'n_components': None}",272_IOPS_id_13_WebService_tr_3442_1st_3542.csv,57.62855243682861,IOPS,False,False,0.5604927415891732,0.9299895775207673,0.5591592994540369,0.9626414216570415,0.6643608752671176,0.7463456577815993,0.620685600047039,0.5637869485085552,0.8255906654654955,0.6729857819905213,0.376657824933687
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"{'periodicity': 3, 'n_components': None}",254_SVDB_id_18_Medical_tr_30824_1st_30924.csv,201.63863158226013,SVDB,False,True,0.29429669337202957,0.750659918867259,0.31819541252172473,0.8285420967488697,0.4484562432703039,0.8018479349883113,0.6520346006657454,0.3819729410767297,0.8826665997774045,0.07531540716197273,0.5377616014558689
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"{'periodicity': 1, 'n_components': None}",293_TODS_id_7_Synthetic_tr_500_1st_7.csv,9.114653825759888,TODS,False,True,0.16268070884938696,0.6379019613271487,0.523840775367489,0.7557850639755923,0.2320646034752454,0.23538344722854973,0.23133543638275472,0.3481268252923995,0.7531115499677096,0.099601593625498,0.44642857142857145
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"{'periodicity': 1, 'n_components': None}",294_TODS_id_8_Synthetic_tr_500_1st_200.csv,8.076472997665405,TODS,False,True,0.19797420940055618,0.6056155290624045,0.49962429388104374,0.6978401699785028,0.33256202139549573,0.7438715131022823,0.3638726445743985,0.5390975950236945,0.7952646569293593,0.03333333333333333,0.5
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"{'periodicity': 2, 'n_components': None}",262_IOPS_id_3_WebService_tr_7028_1st_7128.csv,16.985533237457275,IOPS,False,False,0.565784335283503,0.9129034140423208,0.2313835360731638,0.8610588858008127,0.5585367093773378,0.7499455930359086,0.36871529109101886,0.17661401958882264,0.7961977023541317,0.4619082840236686,0.6559873949579832
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docs/evaluation/run_Sub_PCA7.csv 0 → 100644
+ 51
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params,file_name,duration,group,point anomaly,seq anomaly,AUC-PR,AUC-ROC,VUS-PR,VUS-ROC,Standard-F1,PA-F1,Event-based-F1,R-based-F1,Affiliation-F,Recall,Precision
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"{'periodicity': 1, 'n_components': 0.5}",644_YAHOO_id_94_WebService_tr_500_1st_1078.csv,0.7752904891967773,YAHOO,False,True,0.13106824762165772,0.8231176470588235,0.14128607182856243,0.8238328330678393,0.3323407532345268,0.39296187683284456,0.31168831168831124,0.08723404255319149,0.8738793463402528,0.0,0.0
"{'periodicity': 1, 'n_components': 0.75}",812_Exathlon_id_3_Facility_tr_10766_1st_12590.csv,10.86173391342163,Exathlon,False,True,0.998586415795415,0.9994681919969324,0.999748492585075,0.9999607866707123,0.9924485247840202,1.0,0.9999999999999996,0.993325542150491,0.9998077502874537,0.29354423395254736,1.0
"{'periodicity': 3, 'n_components': 0.25}",821_Exathlon_id_12_Facility_tr_6985_1st_7085.csv,7.191134452819824,Exathlon,False,True,0.9994691179872991,0.9999371953659897,0.9992119894267968,0.9999427577664712,0.9879144631514131,1.0,0.9999999999999996,0.9893392278838602,0.9998761702968545,0.21046128500823724,1.0
"{'periodicity': 2, 'n_components': 0.25}",570_YAHOO_id_20_Synthetic_tr_500_1st_658.csv,1.8464219570159912,YAHOO,True,False,0.002912030341485002,0.4057868736767819,0.021126027651583473,0.6241543370260579,0.007352795201859965,0.007246376811594203,0.007246376811594187,0.02702702702702703,0.6664922018892327,0.0,0.0
src/models/ahmad/PCA.ipynb
+ 129
− 14
View file @ 30fc2011
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