




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
