




Namespace(N='200', dim='2', data_ID='0', tx=['none'], ty=['none'])


MINE_MI(MAE):   0.20896904446508416
MINE_MI(RMSE):   0.29987440874275006
MINE_MI(bias):   -0.20252581556469523
MINE_MI(normalized MAE):   0.7502743289982224
MINE_MI(normalized RMSE):   0.49316656435169004
MINE_MI(normalized bias):   -0.7271408105759329
MINE_MI(Spearman):SignificanceResult(statistic=0.8148217636022514, pvalue=1.566184681337214e-10)
MINE_MI Direction: 0.8
MINE_Local_MI(MAE):   0.20555144271438622
MINE_Local_MI(RMSE):   0.29752951467019495
MINE_Local_MI(bias):   -0.19581199211443162
MINE_Local_MI(normalized MAE):   0.7380039046066496
MINE_Local_MI(normalized RMSE):   0.4893102054233672
MINE_Local_MI(normalized bias):   -0.7030357600070641
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.8587242026266417, pvalue=1.3737925170817853e-12)
MINE_Local_MI Direction: 0.775
MINE_Global_MI(MAE):   0.1995937468493139
MINE_Global_MI(RMSE):   0.28577308984253597
MINE_Global_MI(bias):   -0.19394825061226584
MINE_Global_MI(normalized MAE):   0.7166136251086281
MINE_Global_MI(normalized RMSE):   0.4699758592028157
MINE_Global_MI(normalized bias):   -0.6963442550114655
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.8941838649155724, pvalue=7.808875395734603e-15)
MINE_Global_MI Direction: 0.825
MINE_Global_MI(MAE):   0.22477435323035025
MINE_Global_MI(RMSE):   0.32130372054294554
MINE_Global_MI(bias):   -0.22113327330353058
MINE_Global_MI(normalized MAE):   0.8070210948114293
MINE_Global_MI(normalized RMSE):   0.5284087182961754
MINE_Global_MI(normalized bias):   -0.7939483030689185
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9033771106941839, pvalue=1.5079941040936411e-15)
MINE_Global_MI Direction: 0.825





Namespace(N='200', dim='2', data_ID='0', tx=['concat_self'], ty=['none'])


MINE_MI(MAE):   0.09286311774139903
MINE_MI(RMSE):   0.11874036928953548
MINE_MI(bias):   -0.03885480479711987
MINE_MI(normalized MAE):   0.3334121258507858
MINE_MI(normalized RMSE):   0.19527768380731117
MINE_MI(normalized bias):   -0.1395027798119012
MINE_MI(Spearman):SignificanceResult(statistic=0.9180112570356473, pvalue=7.583006983092479e-17)
MINE_MI Direction: 0.45
MINE_Local_MI(MAE):   0.09437388724272751
MINE_Local_MI(RMSE):   0.12595453792761382
MINE_Local_MI(bias):   -0.052608957676238785
MINE_Local_MI(normalized MAE):   0.3388363339040967
MINE_Local_MI(normalized RMSE):   0.20714193983639728
MINE_Local_MI(normalized bias):   -0.1888851553151023
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9290806754221389, pvalue=5.3163993707261394e-18)
MINE_Local_MI Direction: 0.575
MINE_Global_MI(MAE):   0.10721299641390943
MINE_Global_MI(RMSE):   0.14398307707541333
MINE_Global_MI(bias):   -0.04403514794448711
MINE_Global_MI(normalized MAE):   0.3849333720706896
MINE_Global_MI(normalized RMSE):   0.23679126119421787
MINE_Global_MI(normalized bias):   -0.15810208234888967
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9356472795497186, pvalue=8.89235168102441e-19)
MINE_Global_MI Direction: 0.5
MINE_Global_MI(MAE):   0.15136044134942495
MINE_Global_MI(RMSE):   0.21437446425822998
MINE_Global_MI(bias):   -0.12600591371210612
MINE_Global_MI(normalized MAE):   0.5434386411681622
MINE_Global_MI(normalized RMSE):   0.3525553196293595
MINE_Global_MI(normalized bias):   -0.45240673135180315
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9146341463414636, pvalue=1.5844420810658552e-16)
MINE_Global_MI Direction: 0.625





Namespace(N='200', dim='2', data_ID='0', tx=['none'], ty=['none'])


MINE_MI(MAE):   0.2442874062116971
MINE_MI(RMSE):   0.34820693438660755
MINE_MI(bias):   -0.23845459625499643
MINE_MI(normalized MAE):   0.8770800012382753
MINE_MI(normalized RMSE):   0.572653125803051
MINE_MI(normalized bias):   -0.8561381072479961
MINE_MI(Spearman):SignificanceResult(statistic=0.477673545966229, pvalue=0.0018267927411255002)
MINE_MI Direction: 0.825
MINE_Local_MI(MAE):   0.2502469799490427
MINE_Local_MI(RMSE):   0.35214604600096877
MINE_Local_MI(bias):   -0.24737822234073975
MINE_Local_MI(normalized MAE):   0.8984770229758634
MINE_Local_MI(normalized RMSE):   0.579131298280646
MINE_Local_MI(normalized bias):   -0.8881771472448067
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.7112570356472797, pvalue=2.690414994264492e-07)
MINE_Local_MI Direction: 0.875
MINE_Global_MI(MAE):   0.2398114064717447
MINE_Global_MI(RMSE):   0.33770926077511115
MINE_Global_MI(bias):   -0.23764676963819512
MINE_Global_MI(normalized MAE):   0.8610095458744901
MINE_Global_MI(normalized RMSE):   0.5553888929184493
MINE_Global_MI(normalized bias):   -0.8532377179849884
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.80093808630394, pvalue=5.432071517262865e-10)
MINE_Global_MI Direction: 0.85
MINE_Global_MI(MAE):   0.26018839610133
MINE_Global_MI(RMSE):   0.3652238922670046
MINE_Global_MI(bias):   -0.25698012122793445
MINE_Global_MI(normalized MAE):   0.9341702968387091
MINE_Global_MI(normalized RMSE):   0.6006388238450341
MINE_Global_MI(normalized bias):   -0.922651431525235
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.5958724202626642, pvalue=4.9763195709413984e-05)
MINE_Global_MI Direction: 0.9





Namespace(N='200', dim='2', data_ID='0', tx=['concat_self'], ty=['none'])


MINE_MI(MAE):   0.14702955100310647
MINE_MI(RMSE):   0.21825523223819282
MINE_MI(bias):   -0.11387143742667831
MINE_MI(normalized MAE):   0.5278891809269737
MINE_MI(normalized RMSE):   0.3589375415060057
MINE_MI(normalized bias):   -0.40883957969018286
MINE_MI(Spearman):SignificanceResult(statistic=0.8861163227016887, pvalue=2.933230443306237e-14)
MINE_MI Direction: 0.575
MINE_Local_MI(MAE):   0.12895008355935716
MINE_Local_MI(RMSE):   0.19533475103219178
MINE_Local_MI(bias):   -0.08868313885668613
MINE_Local_MI(normalized MAE):   0.4629773642522764
MINE_Local_MI(normalized RMSE):   0.3212430446096469
MINE_Local_MI(normalized bias):   -0.31840449225135703
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9290806754221389, pvalue=5.3163993707261394e-18)
MINE_Local_MI Direction: 0.525
MINE_Global_MI(MAE):   0.1336604533958962
MINE_Global_MI(RMSE):   0.1912986134135918
MINE_Global_MI(bias):   -0.1079441418629358
MINE_Global_MI(normalized MAE):   0.4798892928945748
MINE_Global_MI(normalized RMSE):   0.31460530539421716
MINE_Global_MI(normalized bias):   -0.3875584482515783
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9401500938086305, pvalue=2.3316103999260495e-19)
MINE_Global_MI Direction: 0.575
MINE_Global_MI(MAE):   0.19736143313439242
MINE_Global_MI(RMSE):   0.2887604252409686
MINE_Global_MI(bias):   -0.19151736572293884
MINE_Global_MI(normalized MAE):   0.7085988127766701
MINE_Global_MI(normalized RMSE):   0.47488876237847505
MINE_Global_MI(normalized bias):   -0.6876165004587261
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.930769230769231, pvalue=3.413894834690856e-18)
MINE_Global_MI Direction: 0.775





Namespace(N='200', dim='2', data_ID='0', tx=['concat_self', 'cube'], ty=['none'])


MINE_MI(MAE):   0.2891547346729567
MINE_MI(RMSE):   0.5165995457172394
MINE_MI(bias):   -0.28151097684076376
MINE_MI(normalized MAE):   1.038169912145338
MINE_MI(normalized RMSE):   0.8495877463340701
MINE_MI(normalized bias):   -1.01072606134316
MINE_MI(Spearman):SignificanceResult(statistic=0.5855534709193246, pvalue=7.212978130374045e-05)
MINE_MI Direction: 0.85
MINE_Local_MI(MAE):   0.1649681531600436
MINE_Local_MI(RMSE):   0.2529833283083515
MINE_Local_MI(bias):   -0.14900114938991466
MINE_Local_MI(normalized MAE):   0.5922952403551244
MINE_Local_MI(normalized RMSE):   0.41605057058108064
MINE_Local_MI(normalized bias):   -0.5349679310858934
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.8885553470919326, pvalue=1.9872242728471983e-14)
MINE_Local_MI Direction: 0.7
MINE_Global_MI(MAE):   0.165657577827551
MINE_Global_MI(RMSE):   0.24602923921310846
MINE_Global_MI(bias):   -0.1555871958136777
MINE_Global_MI(normalized MAE):   0.5947705238648567
MINE_Global_MI(normalized RMSE):   0.404614035393983
MINE_Global_MI(normalized bias):   -0.5586142159889455
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9442776735459663, pvalue=6.219347809288508e-20)
MINE_Global_MI Direction: 0.75
MINE_Global_MI(MAE):   0.22974982475952857
MINE_Global_MI(RMSE):   0.33050055095272995
MINE_Global_MI(bias):   -0.22668552501036174
MINE_Global_MI(normalized MAE):   0.8248848342593443
MINE_Global_MI(normalized RMSE):   0.543533614332267
MINE_Global_MI(normalized bias):   -0.813882891631714
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.90656660412758, pvalue=8.199661324722322e-16)
MINE_Global_MI Direction: 0.8





Namespace(N='1000', dim='2', data_ID='0', tx=['concat_self', 'cube', 'sigmoid'], ty=['none'])


MINE_MI(MAE):   0.11002721458571614
MINE_MI(RMSE):   0.173256984201794
MINE_MI(bias):   -0.10638926813480794
MINE_MI(normalized MAE):   0.3546972987483364
MINE_MI(normalized RMSE):   0.277982734133205
MINE_MI(normalized bias):   -0.34296956589617933
MINE_MI(Spearman):SignificanceResult(statistic=0.9508442776735463, pvalue=6.082393998250768e-21)
MINE_MI Direction: 0.8
MINE_Local_MI(MAE):   0.05894678519616718
MINE_Local_MI(RMSE):   0.084055702792022
MINE_Local_MI(bias):   -0.02944801775374799
MINE_Local_MI(normalized MAE):   0.19002812674759156
MINE_Local_MI(normalized RMSE):   0.13486344685764423
MINE_Local_MI(normalized bias):   -0.0949322618960806
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9424015009380865, pvalue=1.1477596621328318e-19)
MINE_Local_MI Direction: 0.575
MINE_Global_MI(MAE):   0.05853168005487532
MINE_Global_MI(RMSE):   0.09648452057970254
MINE_Global_MI(bias):   -0.038365869243716585
MINE_Global_MI(normalized MAE):   0.18868994261862715
MINE_Global_MI(normalized RMSE):   0.15480490414769368
MINE_Global_MI(normalized bias):   -0.12368094781020471
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9669793621013135, pvalue=3.648741102081546e-24)
MINE_Global_MI Direction: 0.6
MINE_Global_MI(MAE):   0.06977772269528941
MINE_Global_MI(RMSE):   0.12142690123288936
MINE_Global_MI(bias):   -0.05667692249044194
MINE_Global_MI(normalized MAE):   0.22494407266438887
MINE_Global_MI(normalized RMSE):   0.1948237882446745
MINE_Global_MI(normalized bias):   -0.18271071738408257
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9688555347091935, pvalue=1.2204660208328934e-24)
MINE_Global_MI Direction: 0.6










Namespace(N='1000', dim='2', data_ID='0', tx=['concat_self', 'sigmoid'], ty=['none'])


MINE_MI(MAE):   0.10646838637258042
MINE_MI(RMSE):   0.17065210349315735
MINE_MI(bias):   -0.10402100227875052
MINE_MI(normalized MAE):   0.3432246212052253
MINE_MI(normalized RMSE):   0.2738033247730936
MINE_MI(normalized bias):   -0.33533493200106174
MINE_MI(Spearman):SignificanceResult(statistic=0.9570356472795499, pvalue=4.973991916899815e-22)
MINE_MI Direction: 0.825
MINE_Local_MI(MAE):   0.05785041908311541
MINE_Local_MI(RMSE):   0.08082244773085616
MINE_Local_MI(bias):   -0.024684655802411727
MINE_Local_MI(normalized MAE):   0.18649374572919614
MINE_Local_MI(normalized RMSE):   0.12967584021544346
MINE_Local_MI(normalized bias):   -0.07957650083768045
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9405253283302066, pvalue=2.0758266444397302e-19)
MINE_Local_MI Direction: 0.6
MINE_Global_MI(MAE):   0.05665542746792198
MINE_Global_MI(RMSE):   0.08986093372932634
MINE_Global_MI(bias):   -0.03229145833392977
MINE_Global_MI(normalized MAE):   0.18264142337847614
MINE_Global_MI(normalized RMSE):   0.14417766859399267
MINE_Global_MI(normalized bias):   -0.10409872763584688
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9692307692307693, pvalue=9.725643187958052e-25)
MINE_Global_MI Direction: 0.55
MINE_Global_MI(MAE):   0.059188356766389914
MINE_Global_MI(RMSE):   0.10555917699691171
MINE_Global_MI(bias):   -0.04186695855678409
MINE_Global_MI(normalized MAE):   0.19080688665472023
MINE_Global_MI(normalized RMSE):   0.1693647662727157
MINE_Global_MI(normalized bias):   -0.1349674911140368
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9727954971857412, pvalue=9.666972848591425e-26)
MINE_Global_MI Direction: 0.6


 Time Taken:  250.16260147094727





Namespace(N='1000', dim='2', data_ID='0', tx=['cube', 'sigmoid'], ty=['none'])


MINE_MI(MAE):   0.2137166551030532
MINE_MI(RMSE):   0.30499455082613564
MINE_MI(bias):   -0.2131634472134465
MINE_MI(normalized MAE):   0.6889633673633313
MINE_MI(normalized RMSE):   0.4893495031382409
MINE_MI(normalized bias):   -0.6871799781824945
MINE_MI(Spearman):SignificanceResult(statistic=0.8786116322701689, pvalue=9.215283183845046e-14)
MINE_MI Direction: 0.95
MINE_Local_MI(MAE):   0.10789551917187054
MINE_Local_MI(RMSE):   0.17506091011627276
MINE_Local_MI(bias):   -0.10474708703914075
MINE_Local_MI(normalized MAE):   0.3478253025072954
MINE_Local_MI(normalized RMSE):   0.2808770489580348
MINE_Local_MI(normalized bias):   -0.3376756283837018
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9500938086303942, pvalue=8.058428622354328e-21)
MINE_Local_MI Direction: 0.85
MINE_Global_MI(MAE):   0.11431142409928725
MINE_Global_MI(RMSE):   0.1809105913778264
MINE_Global_MI(bias):   -0.1118771700967045
MINE_Global_MI(normalized MAE):   0.3685084049138184
MINE_Global_MI(normalized RMSE):   0.2902625891622929
MINE_Global_MI(normalized bias):   -0.36066104349115163
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9497185741088182, pvalue=9.260503687196923e-21)
MINE_Global_MI Direction: 0.85
MINE_Global_MI(MAE):   0.14782262682347208
MINE_Global_MI(RMSE):   0.22331480063652093
MINE_Global_MI(bias):   -0.14489970286012976
MINE_Global_MI(normalized MAE):   0.47653925099886824
MINE_Global_MI(normalized RMSE):   0.3582981611930245
MINE_Global_MI(normalized bias):   -0.46711655282234915
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9461538461538462, pvalue=3.2981666895460123e-20)
MINE_Global_MI Direction: 0.825


 Time Taken:  515.401109457016





Namespace(N='200', dim='5', data_ID='0', tx=['sigmoid'], ty=['none'])


MINE_MI(MAE):   0.7028894097558804
MINE_MI(RMSE):   0.9751067634815813
MINE_MI(bias):   -0.7026338184819906
MINE_MI(normalized MAE):   1.0094507107128654
MINE_MI(normalized RMSE):   1.0142298373693275
MINE_MI(normalized bias):   -1.009083644728517
MINE_MI(Spearman):SignificanceResult(statistic=0.7153846153846155, pvalue=2.1310820074053125e-07)
MINE_MI Direction: 0.95
MINE_Local_MI(MAE):   0.6462413984772866
MINE_Local_MI(RMSE):   0.9119394416728299
MINE_Local_MI(bias):   -0.6407200730915065
MINE_Local_MI(normalized MAE):   0.9280959848456664
MINE_Local_MI(normalized RMSE):   0.948528126618804
MINE_Local_MI(normalized bias):   -0.9201665641467709
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.7915572232645406, pvalue=1.1928466834885844e-09)
MINE_Local_MI Direction: 0.825
MINE_Global_MI(MAE):   0.6378187023059582
MINE_Global_MI(RMSE):   0.8980053172141602
MINE_Global_MI(bias):   -0.6292520672126557
MINE_Global_MI(normalized MAE):   0.9159997766537988
MINE_Global_MI(normalized RMSE):   0.9340349395003583
MINE_Global_MI(normalized bias):   -0.903696851380881
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.7885553470919325, pvalue=1.5214605651922574e-09)
MINE_Global_MI Direction: 0.85
MINE_Global_MI(MAE):   0.6751668990313192
MINE_Global_MI(RMSE):   0.9438310957668603
MINE_Global_MI(bias):   -0.6725528921742807
MINE_Global_MI(normalized MAE):   0.9696371813507249
MINE_Global_MI(normalized RMSE):   0.981699332436041
MINE_Global_MI(normalized bias):   -0.9658830899630594
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.85234521575985, pvalue=2.9991279410263214e-12)
MINE_Global_MI Direction: 0.9


 Time Taken:  49.678441286087036





Namespace(N='200', dim='5', data_ID='0', tx=['randmat'], ty=['none'])


MINE_MI(MAE):   0.6737840511734248
MINE_MI(RMSE):   0.9366534047397546
MINE_MI(bias):   -0.6718635946497671
MINE_MI(normalized MAE):   0.9676512121020999
MINE_MI(normalized RMSE):   0.9742336592649142
MINE_MI(normalized bias):   -0.9648931591626302
MINE_MI(Spearman):SignificanceResult(statistic=0.6058161350844279, pvalue=3.437446675043846e-05)
MINE_MI Direction: 0.925
MINE_Local_MI(MAE):   0.6536995564078097
MINE_Local_MI(RMSE):   0.9193454715037259
MINE_Local_MI(bias):   -0.6480217899705167
MINE_Local_MI(normalized MAE):   0.9388069768154986
MINE_Local_MI(normalized RMSE):   0.9562312999658157
MINE_Local_MI(normalized bias):   -0.9306528841718527
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.8035647279549719, pvalue=4.325816899399504e-10)
MINE_Local_MI Direction: 0.85
MINE_Global_MI(MAE):   0.6513709347418626
MINE_Global_MI(RMSE):   0.915375265012341
MINE_Global_MI(bias):   -0.6493523341414402
MINE_Global_MI(normalized MAE):   0.9354627397804178
MINE_Global_MI(normalized RMSE):   0.9521018014997167
MINE_Global_MI(normalized bias):   -0.9325637377717669
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.8328330206378989, pvalue=2.649421469584673e-11)
MINE_Global_MI Direction: 0.875
MINE_Global_MI(MAE):   0.6834002629344468
MINE_Global_MI(RMSE):   0.9548001815302282
MINE_Global_MI(bias):   -0.6809108535337145
MINE_Global_MI(normalized MAE):   0.9814614810602003
MINE_Global_MI(normalized RMSE):   0.993108518062186
MINE_Global_MI(normalized bias):   -0.9778863296153987
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.7654784240150094, pvalue=8.744651194148934e-09)
MINE_Global_MI Direction: 0.875


 Time Taken:  68.76767349243164





Namespace(N='200', dim='5', data_ID='0', tx=['cube'], ty=['none'])


MINE_MI(MAE):   0.7848969101250987
MINE_MI(RMSE):   1.0423583208681313
MINE_MI(bias):   -0.7839976857692819
MINE_MI(normalized MAE):   1.1272253255847042
MINE_MI(normalized RMSE):   1.0841796507286963
MINE_MI(normalized bias):   -1.1259339095347956
MINE_MI(Spearman):SignificanceResult(statistic=0.604502814258912, pvalue=3.6121484084657195e-05)
MINE_MI Direction: 0.975
MINE_Local_MI(MAE):   0.6719152547841076
MINE_Local_MI(RMSE):   0.9423835004649942
MINE_Local_MI(bias):   -0.6700507125395234
MINE_Local_MI(normalized MAE):   0.9649673505768154
MINE_Local_MI(normalized RMSE):   0.9801936569525215
MINE_Local_MI(normalized bias):   -0.9622895986177933
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.7733583489681052, pvalue=4.924612937462248e-09)
MINE_Local_MI Direction: 0.9
MINE_Global_MI(MAE):   0.6646250682373648
MINE_Global_MI(RMSE):   0.9298331554686848
MINE_Global_MI(bias):   -0.6595369910399314
MINE_Global_MI(normalized MAE):   0.9544975897741952
MINE_Global_MI(normalized RMSE):   0.9671397690694269
MINE_Global_MI(normalized bias):   -0.9471903760477927
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.7110694183864917, pvalue=2.718809869129401e-07)
MINE_Global_MI Direction: 0.875
MINE_Global_MI(MAE):   0.690125149647065
MINE_Global_MI(RMSE):   0.9609388783546107
MINE_Global_MI(bias):   -0.6883940581974457
MINE_Global_MI(normalized MAE):   0.9911193896547736
MINE_Global_MI(normalized RMSE):   0.9994935106753262
MINE_Global_MI(normalized bias):   -0.9886332923116169
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.804878048780488, pvalue=3.8553469052322417e-10)
MINE_Global_MI Direction: 0.925


 Time Taken:  25.49619483947754





Namespace(N='1000', dim='5', data_ID='0', tx=['concat_self_noisy'], ty=['none'])


MINE_MI(MAE):   0.31494326532556444
MINE_MI(RMSE):   0.5068147768801026
MINE_MI(bias):   -0.3036216548018274
MINE_MI(normalized MAE):   0.40611598503906443
MINE_MI(normalized RMSE):   0.514287937156527
MINE_MI(normalized bias):   -0.39151688889607134
MINE_MI(Spearman):SignificanceResult(statistic=0.9737335834896812, pvalue=5.003308500984992e-26)
MINE_MI Direction: 0.75
MINE_Local_MI(MAE):   0.4234102508678916
MINE_Local_MI(RMSE):   0.48150785041217004
MINE_Local_MI(bias):   0.17057977827935247
MINE_Local_MI(normalized MAE):   0.5459830072222644
MINE_Local_MI(normalized RMSE):   0.4886078512500265
MINE_Local_MI(normalized bias):   0.21996080662989578
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.8474671669793623, pvalue=5.318193308172156e-12)
MINE_Local_MI Direction: 0.225
MINE_Global_MI(MAE):   0.2196201751634362
MINE_Global_MI(RMSE):   0.28096705573936814
MINE_Global_MI(bias):   0.07642821470944909
MINE_Global_MI(normalized MAE):   0.28319787590552736
MINE_Global_MI(normalized RMSE):   0.28511001276374887
MINE_Global_MI(normalized bias):   0.0985533685548715
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9538461538461541, pvalue=1.8858629531206802e-21)
MINE_Global_MI Direction: 0.225
MINE_Global_MI(MAE):   0.44789970206766155
MINE_Global_MI(RMSE):   0.6702634137199247
MINE_Global_MI(bias):   -0.4411584138244507
MINE_Global_MI(normalized MAE):   0.5775618936187705
MINE_Global_MI(normalized RMSE):   0.6801466810330588
MINE_Global_MI(normalized bias):   -0.5688690742549598
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9679174484052534, pvalue=2.1274729695679666e-24)
MINE_Global_MI Direction: 0.85


 Time Taken:  541.9887108802795





Namespace(N='1000', dim='5', data_ID='0', tx=['randmat', 'cube'], ty=['none'])


MINE_MI(MAE):   0.6817543944795034
MINE_MI(RMSE):   0.9378297529843513
MINE_MI(bias):   -0.6799438944624854
MINE_MI(normalized MAE):   0.8791150278528606
MINE_MI(normalized RMSE):   0.9516583790934706
MINE_MI(normalized bias):   -0.8767804073710909
MINE_MI(Spearman):SignificanceResult(statistic=0.5105065666041276, pvalue=0.0007636692577047375)
MINE_MI Direction: 0.95
MINE_Local_MI(MAE):   0.5266673529360559
MINE_Local_MI(RMSE):   0.756159024525411
MINE_Local_MI(bias):   -0.5257939390765387
MINE_Local_MI(normalized MAE):   0.6791319401748177
MINE_Local_MI(normalized RMSE):   0.7673088525148976
MINE_Local_MI(normalized bias):   -0.6780056823088559
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9232645403377111, pvalue=2.2577280113529245e-17)
MINE_Local_MI Direction: 0.95
MINE_Global_MI(MAE):   0.5340887704878696
MINE_Global_MI(RMSE):   0.7544733497358371
MINE_Global_MI(bias):   -0.5329324893493321
MINE_Global_MI(normalized MAE):   0.688701779035558
MINE_Global_MI(normalized RMSE):   0.7655983218638708
MINE_Global_MI(normalized bias):   -0.6872107668271407
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.901688555347092, pvalue=2.0644156557840356e-15)
MINE_Global_MI Direction: 0.95
MINE_Global_MI(MAE):   0.5677855351634207
MINE_Global_MI(RMSE):   0.8067354288131219
MINE_Global_MI(bias):   -0.5667832498744246
MINE_Global_MI(normalized MAE):   0.7321533980587324
MINE_Global_MI(normalized RMSE):   0.8186310234863939
MINE_Global_MI(normalized bias):   -0.7308609618575328
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9243902439024392, pvalue=1.722083317620637e-17)
MINE_Global_MI Direction: 0.925


 Time Taken:  266.5834572315216





Namespace(N='200', dim='10', data_ID='0', tx=['sigmoid'], ty=['none'])


MINE_MI(MAE):   1.4134042513178429
MINE_MI(RMSE):   1.9598930864278303
MINE_MI(bias):   -1.4119159321213375
MINE_MI(normalized MAE):   1.0149263248901668
MINE_MI(normalized RMSE):   1.4414566905389687
MINE_MI(normalized bias):   -1.013857604224466
MINE_MI(Spearman):SignificanceResult(statistic=0.5123827392120076, pvalue=0.0007246040242938095)
MINE_MI Direction: 0.975
MINE_Local_MI(MAE):   1.306292473463691
MINE_Local_MI(RMSE):   1.845165643090471
MINE_Local_MI(bias):   -1.2880241899430984
MINE_Local_MI(normalized MAE):   0.9380123330519466
MINE_Local_MI(normalized RMSE):   1.3570772711041645
MINE_Local_MI(normalized bias):   -0.9248943861953985
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.7902439024390244, pvalue=1.3274796051991587e-09)
MINE_Local_MI Direction: 0.825
MINE_Global_MI(MAE):   1.3000612194038694
MINE_Global_MI(RMSE):   1.838080634540139
MINE_Global_MI(bias):   -1.2896428297884994
MINE_Global_MI(normalized MAE):   0.9335378426317467
MINE_Global_MI(normalized RMSE):   1.3518664088137036
MINE_Global_MI(normalized bias):   -0.9260566864984306
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.8562851782363978, pvalue=1.8598716899846228e-12)
MINE_Global_MI Direction: 0.85
MINE_Global_MI(MAE):   1.389830392212025
MINE_Global_MI(RMSE):   1.9366781835617342
MINE_Global_MI(bias):   -1.3876242142316186
MINE_Global_MI(normalized MAE):   0.9979985916083133
MINE_Global_MI(normalized RMSE):   1.4243826586500468
MINE_Global_MI(normalized bias):   -0.9964143964938443
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.806378986866792, pvalue=3.3763931370515286e-10)
MINE_Global_MI Direction: 0.9


 Time Taken:  30.313766717910767





Namespace(N='1000', dim='10', data_ID='0', tx=['concat_self_noisy', 'sigmoid'], ty=['none'])


MINE_MI(MAE):   1.2306850989727536
MINE_MI(RMSE):   1.7337386173483664
MINE_MI(bias):   -1.2306850989727536
MINE_MI(normalized MAE):   0.7934776561719995
MINE_MI(normalized RMSE):   1.2440152169676355
MINE_MI(normalized bias):   -0.7934776561719995
MINE_MI(Spearman):SignificanceResult(statistic=0.7891181988742966, pvalue=1.454038637211383e-09)
MINE_MI Direction: 1.0
MINE_Local_MI(MAE):   0.9813957698119339
MINE_Local_MI(RMSE):   1.126844521540115
MINE_Local_MI(bias):   0.444841379619902
MINE_Local_MI(normalized MAE):   0.6327496902802173
MINE_Local_MI(normalized RMSE):   0.8085484847170862
MINE_Local_MI(normalized bias):   0.2868091078406183
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.8819887429643528, pvalue=5.5583742144283944e-14)
MINE_Local_MI Direction: 0.225
MINE_Global_MI(MAE):   0.6108358017576393
MINE_Global_MI(RMSE):   0.7724313166156411
MINE_Global_MI(bias):   0.08262650290853343
MINE_Global_MI(normalized MAE):   0.39383312651559643
MINE_Global_MI(normalized RMSE):   0.5542452030063554
MINE_Global_MI(normalized bias):   0.0532729972275414
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9508442776735463, pvalue=6.082393998250768e-21)
MINE_Global_MI Direction: 0.275
MINE_Global_MI(MAE):   1.0366934859601316
MINE_Global_MI(RMSE):   1.5247075287087004
MINE_Global_MI(bias):   -1.0241619321110194
MINE_Global_MI(normalized MAE):   0.6684025979473052
MINE_Global_MI(normalized RMSE):   1.0940284470560528
MINE_Global_MI(normalized bias):   -0.6603229454149989
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9636022514071296, pvalue=2.253691340030002e-23)
MINE_Global_MI Direction: 0.875


 Time Taken:  294.3958315849304





Namespace(N='200', dim='10', data_ID='0', tx=['concat_self_noisy', 'sigmoid', 'cube'], ty=['none'])


MINE_MI(MAE):   1.4187889249617
MINE_MI(RMSE):   1.9656497120438912
MINE_MI(bias):   -1.4179245942184935
MINE_MI(normalized MAE):   1.0187929094338297
MINE_MI(normalized RMSE):   1.4456905574609258
MINE_MI(normalized bias):   -1.0181722575404495
MINE_MI(Spearman):SignificanceResult(statistic=0.5902439024390245, pvalue=6.102675743190397e-05)
MINE_MI Direction: 0.975
MINE_Local_MI(MAE):   1.106493597602821
MINE_Local_MI(RMSE):   1.4450938158411926
MINE_Local_MI(bias):   -0.4505392527818913
MINE_Local_MI(normalized MAE):   0.7945423112194889
MINE_Local_MI(normalized RMSE):   1.062833561547685
MINE_Local_MI(normalized bias):   -0.32351972029116133
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.005253283302063791, pvalue=0.9743354352174323)
MINE_Local_MI Direction: 0.5
MINE_Global_MI(MAE):   1.063609124100185
MINE_Global_MI(RMSE):   1.489526054169735
MINE_Global_MI(bias):   -0.7840414455771679
MINE_Global_MI(normalized MAE):   0.7637481622374845
MINE_Global_MI(normalized RMSE):   1.0955124600334354
MINE_Global_MI(normalized bias):   -0.5629983793944764
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.7857410881801127, pvalue=1.9046008341031347e-09)
MINE_Global_MI Direction: 0.6
MINE_Global_MI(MAE):   1.370207887640572
MINE_Global_MI(RMSE):   1.9180192049214193
MINE_Global_MI(bias):   -1.3615564019099111
MINE_Global_MI(normalized MAE):   0.9839082162388632
MINE_Global_MI(normalized RMSE):   1.4106594051797632
MINE_Global_MI(normalized bias):   -0.9776958246960525
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.7709193245778612, pvalue=5.896661855397225e-09)
MINE_Global_MI Direction: 0.85


 Time Taken:  102.36138248443604





Namespace(N='200', dim='10', data_ID='0', tx=['cube', 'concat_self'], ty=['none'])


MINE_MI(MAE):   1.2391113204270368
MINE_MI(RMSE):   1.750008722796504
MINE_MI(bias):   -1.1819856050104136
MINE_MI(normalized MAE):   0.8897714135203962
MINE_MI(normalized RMSE):   1.2870915252700266
MINE_MI(normalized bias):   -0.8487510243780426
MINE_MI(Spearman):SignificanceResult(statistic=0.651969981238274, pvalue=5.176792270834964e-06)
MINE_MI Direction: 0.775
MINE_Local_MI(MAE):   1.108952778330422
MINE_Local_MI(RMSE):   1.581467099752622
MINE_Local_MI(bias):   -0.9899836021155352
MINE_Local_MI(normalized MAE):   0.7963081805776557
MINE_Local_MI(normalized RMSE):   1.163133003321413
MINE_Local_MI(normalized bias):   -0.7108797204054124
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9328330206378989, pvalue=1.9562961511133304e-18)
MINE_Local_MI Direction: 0.725
MINE_Global_MI(MAE):   1.0915636399149662
MINE_Global_MI(RMSE):   1.5796699963584402
MINE_Global_MI(bias):   -0.9760089507937664
MINE_Global_MI(normalized MAE):   0.7838215233962091
MINE_Global_MI(normalized RMSE):   1.1618112747388323
MINE_Global_MI(normalized bias):   -0.7008449115427674
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9157598499061914, pvalue=1.2436190937683875e-16)
MINE_Global_MI Direction: 0.7
MINE_Global_MI(MAE):   1.337442614356405
MINE_Global_MI(RMSE):   1.8785120953465622
MINE_Global_MI(bias):   -1.3254298878513509
MINE_Global_MI(normalized MAE):   0.9603803837965059
MINE_Global_MI(normalized RMSE):   1.3816028266271396
MINE_Global_MI(normalized bias):   -0.9517543786374598
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9422138836772985, pvalue=1.2189055246313055e-19)
MINE_Global_MI Direction: 0.85


 Time Taken:  38.066537618637085





Namespace(N='1000', dim='10', data_ID='0', tx=['randmat', 'concat_self'], ty=['none'])


MINE_MI(MAE):   0.8765322868188378
MINE_MI(RMSE):   1.3052939456913852
MINE_MI(bias):   -0.8689644740486984
MINE_MI(normalized MAE):   0.5651395186994884
MINE_MI(normalized RMSE):   0.936591891538592
MINE_MI(normalized bias):   -0.5602602117636922
MINE_MI(Spearman):SignificanceResult(statistic=0.9560975609756098, pvalue=7.436675170846245e-22)
MINE_MI Direction: 0.9
MINE_Local_MI(MAE):   0.8573391715472098
MINE_Local_MI(RMSE):   1.2349143198594161
MINE_Local_MI(bias):   -0.843716940988088
MINE_Local_MI(normalized MAE):   0.5527648599560924
MINE_Local_MI(normalized RMSE):   0.88609216532648
MINE_Local_MI(normalized bias):   -0.5439819994299442
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.9540337711069421, pvalue=1.748276979162199e-21)
MINE_Local_MI Direction: 0.875
MINE_Global_MI(MAE):   0.869449894077843
MINE_Global_MI(RMSE):   1.2709044520552564
MINE_Global_MI(bias):   -0.8613020573335234
MINE_Global_MI(normalized MAE):   0.5605731837394691
MINE_Global_MI(normalized RMSE):   0.9119162841782468
MINE_Global_MI(normalized bias):   -0.5553199094387148
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9694183864915573, pvalue=8.672737690341998e-25)
MINE_Global_MI Direction: 0.9
MINE_Global_MI(MAE):   1.035495266824728
MINE_Global_MI(RMSE):   1.5005034722320094
MINE_Global_MI(bias):   -1.0302434875222388
MINE_Global_MI(normalized MAE):   0.6676300525480522
MINE_Global_MI(normalized RMSE):   1.0766612301826124
MINE_Global_MI(normalized bias):   -0.6642439958426042
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.981613508442777, pvalue=6.104917882014171e-29)
MINE_Global_MI Direction: 0.925


 Time Taken:  1372.7836871147156





Namespace(N='1000', dim='10', data_ID='0', tx=['sigmoid', 'concat_self_noisy'], ty=['none'])


MINE_MI(MAE):   1.1531076622602996
MINE_MI(RMSE):   1.6519647653897755
MINE_MI(bias):   -1.1451449934917037
MINE_MI(normalized MAE):   0.7434600174553123
MINE_MI(normalized RMSE):   1.1853397539141959
MINE_MI(normalized bias):   -0.7383261292196839
MINE_MI(Spearman):SignificanceResult(statistic=0.7476547842401502, pvalue=2.9638432927850464e-08)
MINE_MI Direction: 0.9
MINE_Local_MI(MAE):   0.9801607943547423
MINE_Local_MI(RMSE):   1.1265115216321948
MINE_Local_MI(bias):   0.44430480370647274
MINE_Local_MI(normalized MAE):   0.6319534464384577
MINE_Local_MI(normalized RMSE):   0.808309546189354
MINE_Local_MI(normalized bias):   0.2864631533811863
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.8754221388367731, pvalue=1.4654792271210565e-13)
MINE_Local_MI Direction: 0.225
MINE_Global_MI(MAE):   0.9198074496758636
MINE_Global_MI(RMSE):   1.0076806972325538
MINE_Global_MI(bias):   0.560231325722998
MINE_Global_MI(normalized MAE):   0.5930409492302684
MINE_Global_MI(normalized RMSE):   0.7230444708667231
MINE_Global_MI(normalized bias):   0.36120616038974085
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.8979362101313323, pvalue=4.067112223549351e-15)
MINE_Global_MI Direction: 0.2
MINE_Global_MI(MAE):   1.024347072414821
MINE_Global_MI(RMSE):   1.5191699769296532
MINE_Global_MI(bias):   -0.9811140399950091
MINE_Global_MI(normalized MAE):   0.6604423136388005
MINE_Global_MI(normalized RMSE):   1.0900550691725877
MINE_Global_MI(normalized bias):   -0.6325680464827961
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.950656660412758, pvalue=6.528247957339216e-21)
MINE_Global_MI Direction: 0.8


 Time Taken:  244.0229082107544





Namespace(N='1000', dim='2', data_ID='0', tx=['concat_self_noisy', 'randmat'], ty=['none'])


MINE_MI(MAE):   0.10687625495411339
MINE_MI(RMSE):   0.17466310545207003
MINE_MI(bias):   -0.10459291244842461
MINE_MI(normalized MAE):   0.34453947666765594
MINE_MI(normalized RMSE):   0.2802387899653859
MINE_MI(normalized bias):   -0.337178612158502
MINE_MI(Spearman):SignificanceResult(statistic=0.7928705440900563, pvalue=1.0710514729185069e-09)
MINE_MI Direction: 0.875
MINE_Local_MI(MAE):   0.056833754602848785
MINE_Local_MI(RMSE):   0.09786706123236312
MINE_Local_MI(bias):   -0.017190658879553667
MINE_Local_MI(normalized MAE):   0.18321630072396042
MINE_Local_MI(normalized RMSE):   0.15702312601301988
MINE_Local_MI(normalized bias):   -0.05541792811206338
MINE_Local_MI(Spearman):SignificanceResult(statistic=0.953470919324578, pvalue=2.19230896928973e-21)
MINE_Local_MI Direction: 0.525
MINE_Global_MI(MAE):   0.06320102909012348
MINE_Global_MI(RMSE):   0.09321311879178894
MINE_Global_MI(bias):   -0.027455706099135568
MINE_Global_MI(normalized MAE):   0.20374263204598164
MINE_Global_MI(normalized RMSE):   0.14955609286518112
MINE_Global_MI(normalized bias):   -0.08850960033169711
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9499061913696062, pvalue=8.63973440322337e-21)
MINE_Global_MI Direction: 0.525
MINE_Global_MI(MAE):   0.08791283099344582
MINE_Global_MI(RMSE):   0.14662650312780834
MINE_Global_MI(bias):   -0.08513758838744252
MINE_Global_MI(normalized MAE):   0.283406644402524
MINE_Global_MI(normalized RMSE):   0.2352553718029974
MINE_Global_MI(normalized bias):   -0.27446003006327074
MINE_Global_MI(Spearman):SignificanceResult(statistic=0.9600375234521578, pvalue=1.2894481250699787e-22)
MINE_Global_MI Direction: 0.9


 Time Taken:  86.26082062721252
