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classifiers_output_result.csv
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15 lines (15 loc) · 2.41 KB
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model accuracy precision recall mse mae auc f1_score prediction time
0 SimpleRNN 0.6747043848037719 0.48052299320697783 0.008509207493625581 0.21774428188800812 0.4420035362243652 0.7009493470191955 0.43172853589057925 0.08177452087402344
1 LSTM 0.6695643186569213 0.6172838807106018 0.0143569465726614 0.22133729755878448 0.4492842316627502 0.688168179988861 0.4007697284221649 0.4600068092346191
2 GRU 0.6695643186569213 0.6172838807106018 0.008646756503731012 0.22154855132102966 0.4468296468257904 0.6848125100135803 0.4007697284221649 0.15477170944213867
3 BernoulliNB 0.6957221013776284 0.699593936794577 0.6957221013776284 0.30427789862237165 0.30427789862237165 0.6596562656143682 0.6973116255694018 0.006585264205932617
4 ComplementNB 0.6834038626326544 0.7038223968976711 0.6834038626326544 0.3165961373673456 0.3165961373673456 0.6684787439624091 0.6900598148189429 0.0020203590393066406
5 MultinomialNB 0.7034262738118778 0.7047130821904682 0.7034262738118778 0.2965737261881221 0.2965737261881221 0.6642426639777345 0.7038861145602224 0.003282451629638672
6 LogisticRegression 0.718814844110474 0.7071974863155477 0.718814844110474 0.2811851558895261 0.2811851558895261 0.6538701970576924 0.708708998007991 0.002078342437744141
7 KNeighborsClassifier 0.6957366027288906 0.6935627319535825 0.6957366027288906 0.30426339727110935 0.30426339727110935 0.644163742378822 0.6917244054887084 0.02721409797668457
8 DecisionTreeClassifier 0.7054894206051019 0.7046492078677977 0.7054894206051019 0.29451057939489816 0.29451057939489816 0.6609555487218925 0.7045401941327591 0.0026885986328125
9 RandomForestClassifier 0.7444848724540242 0.734294775353699 0.7444848724540242 0.25551512754597583 0.25551512754597583 0.6691442522949248 0.7297725384247823 0.016078996658325195
10 MLPClassifier 0.708554478940083 0.7041402377671251 0.708554478940083 0.29144552105991695 0.29144552105991695 0.660951111169533 0.7059297129299212 0.002462291717529297
11 AdaBoostClassifier 0.7203585788675764 0.7099516725524224 0.7203585788675764 0.27964142113242374 0.27964142113242374 0.6170209257297896 0.686860358289338 0.029703378677368164
12 VotingClassifier 0.734210005932371 0.7240476721642051 0.734210005932371 0.26578999406762904 0.26578999406762904 0.6720317116090018 0.7256880068666731 0.09070754051208496
13 StackingClassifier 0.692146859139147 0.6184486351552675 0.692146859139147 0.3078531408608529 0.3078531408608529 0.5416620932177143 0.5926315460260436 0.0723787784576416