Upload 4 files

benchmark_binary_classification_preprocessing.csv

@@ -0,0 +1,20 @@
+,CorrelationRemover,Reweighing,DisparateImpactRemover,LearningFairRepresentation
+Mean Score,0.8865675966191056,0.8750882261823116,0.864555697133303,0.8631850989929959
+Std Score,0.05808404842677697,0.06044782998151678,0.07543367288425162,0.07997277289145706
+Mean Time,1.62271349132061,4.598107069730759,33.05408301949501,16.696009293198586
+acsincome_race,0.876318537864686,0.8394366449845139,0.8423873124775367,0.7314480143674112
+acsincome_sex,0.8666829734575975,0.863420203884757,0.8679427324917623,0.8354780849750681
+acspublic_race,0.8763788955745078,0.8764585821664029,0.8747024025445106,0.8511309045357501
+acspublic_sex,0.8661627912602552,0.8606145829519258,0.8570400007305938,0.838605610343224
+adult_race,0.9222020952677327,0.8784667451538911,0.8848678190808551,0.869640765500452
+adult_sex,0.8774767277464404,0.8753323600753278,0.666232179647573,0.878220011055832
+bank_marketing_marital,0.9482961005249901,0.9436748040290688,0.934810647071779,0.9408382174057281
+census_kdd_sex,0.9500829865428035,0.9604395078730803,0.9554568631298583,0.9701461158414801
+clinical_records_sex,0.8416666666666667,0.8083333333333333,0.8416666666666667,0.7916666666666667
+compass_race,0.7682449081554122,0.7464268945784709,0.7490146623708491,0.7060908476974505
+compass_sex,0.7712248276713058,0.7799306657334881,0.7973506831753531,0.7667748361012776
+diabetes_race,0.9442588316218739,0.9442588316218739,0.9442588316218739,0.9442588316218739
+diabetes_sex,0.9442588316218739,0.9442588316218739,0.9442588316218739,0.9442588316218739
+german_credit_sex,0.8471428571428572,0.8461706349206349,0.8441666666666667,0.8525
+law_school_race,0.9445482987976943,0.8965430403625865,0.8924080049050431,0.944951923076923
+law_school_sex,0.9401352159889913,0.9376459556257561,0.9363268499300533,0.944951923076923

benchmark_clustering_preprocessing.csv

@@ -0,0 +1,9 @@
+,FairletClusteringPreprocessing
+Mean Score,1.0673654726142574
+Std Score,0.07683505707356594
+Mean Time,3.2132120728492737
+adult_sex,1.0480080211405847
+clinical_records_sex,1.2173681193924029
+compass_race,1.042285097564172
+german_credit_sex,0.9997231472927809
+student_sex,1.0294429776813472

benchmark_multiclass_preprocessing.csv

@@ -0,0 +1,7 @@
+,CorrelationRemover,Reweighing,DisparateImpactRemover
+Mean Score,0.6242105237365309,0.5933368140429286,0.5893518761398712
+Std Score,0.08739470615832523,0.1417774680555805,0.10445268339441292
+Mean Time,0.38423887888590497,0.03198345502217611,0.07809178034464519
+student_multiclass_address,0.6592438374417056,0.6655729513657562,0.5234010659560293
+student_multiclass_sex,0.7093401147202678,0.7191993955249346,0.7367974196064413
+us_crime_multiclass_race,0.5040476190476191,0.3952380952380952,0.5078571428571428

benchmark_regression_preprocessing.csv

@@ -0,0 +1,7 @@
+,CorrelationRemover,DisparateImpactRemover
+Mean Score,0.4782471847142234,0.4282946641192466
+Std Score,0.02739730319648526,0.09606931979165735
+Mean Time,0.24269692103068033,0.4752860864003499
+student_address,0.49561454487038326,0.49586758511933615
+student_sex,0.49955849479391634,0.4965836490920693
+us_crime_race,0.43956851447837075,0.2924327581463344