Run
8886490

Run 8886490

Task 167132 (Supervised Classification) Speech Uploaded 16-03-2018 by Egor Lomagin
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Flow

sklearn.pipeline.Pipeline(standardscaler=sklearn.preprocessing.data.Standar dScaler,votingclassifier=sklearn.ensemble.voting_classifier.VotingClassifie r(SVC=sklearn.svm.classes.SVC,LR=sklearn.pipeline.Pipeline(pca=sklearn.deco mposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.Logistic Regression),KNN=sklearn.neighbors.classification.KNeighborsClassifier))(1)Automatically created scikit-learn flow.
sklearn.preprocessing.data.StandardScaler(5)_copytrue
sklearn.preprocessing.data.StandardScaler(5)_with_meantrue
sklearn.preprocessing.data.StandardScaler(5)_with_stdtrue
sklearn.svm.classes.SVC(16)_C1.0
sklearn.svm.classes.SVC(16)_cache_size200
sklearn.svm.classes.SVC(16)_class_weight"balanced"
sklearn.svm.classes.SVC(16)_coef00.0
sklearn.svm.classes.SVC(16)_decision_function_shape"ovr"
sklearn.svm.classes.SVC(16)_degree3
sklearn.svm.classes.SVC(16)_gamma"auto"
sklearn.svm.classes.SVC(16)_kernel"rbf"
sklearn.svm.classes.SVC(16)_max_iter-1
sklearn.svm.classes.SVC(16)_probabilitytrue
sklearn.svm.classes.SVC(16)_random_state20845
sklearn.svm.classes.SVC(16)_shrinkingtrue
sklearn.svm.classes.SVC(16)_tol0.001
sklearn.svm.classes.SVC(16)_verbosefalse
sklearn.neighbors.classification.KNeighborsClassifier(20)_algorithm"auto"
sklearn.neighbors.classification.KNeighborsClassifier(20)_leaf_size30
sklearn.neighbors.classification.KNeighborsClassifier(20)_metric"minkowski"
sklearn.neighbors.classification.KNeighborsClassifier(20)_metric_paramsnull
sklearn.neighbors.classification.KNeighborsClassifier(20)_n_jobs1
sklearn.neighbors.classification.KNeighborsClassifier(20)_n_neighbors5
sklearn.neighbors.classification.KNeighborsClassifier(20)_p2
sklearn.neighbors.classification.KNeighborsClassifier(20)_weights"uniform"
sklearn.linear_model.logistic.LogisticRegression(10)_C1.0
sklearn.linear_model.logistic.LogisticRegression(10)_class_weightnull
sklearn.linear_model.logistic.LogisticRegression(10)_dualfalse
sklearn.linear_model.logistic.LogisticRegression(10)_fit_intercepttrue
sklearn.linear_model.logistic.LogisticRegression(10)_intercept_scaling1
sklearn.linear_model.logistic.LogisticRegression(10)_max_iter100
sklearn.linear_model.logistic.LogisticRegression(10)_multi_class"ovr"
sklearn.linear_model.logistic.LogisticRegression(10)_n_jobs1
sklearn.linear_model.logistic.LogisticRegression(10)_penalty"l1"
sklearn.linear_model.logistic.LogisticRegression(10)_random_state41866
sklearn.linear_model.logistic.LogisticRegression(10)_solver"liblinear"
sklearn.linear_model.logistic.LogisticRegression(10)_tol0.0001
sklearn.linear_model.logistic.LogisticRegression(10)_verbose0
sklearn.linear_model.logistic.LogisticRegression(10)_warm_startfalse
sklearn.decomposition.pca.PCA(2)_copytrue
sklearn.decomposition.pca.PCA(2)_iterated_power"auto"
sklearn.decomposition.pca.PCA(2)_n_components100
sklearn.decomposition.pca.PCA(2)_random_state40638
sklearn.decomposition.pca.PCA(2)_svd_solver"auto"
sklearn.decomposition.pca.PCA(2)_tol0.0
sklearn.decomposition.pca.PCA(2)_whitenfalse
sklearn.pipeline.Pipeline(standardscaler=sklearn.preprocessing.data.StandardScaler,votingclassifier=sklearn.ensemble.voting_classifier.VotingClassifier(SVC=sklearn.svm.classes.SVC,LR=sklearn.pipeline.Pipeline(pca=sklearn.decomposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.LogisticRegression),KNN=sklearn.neighbors.classification.KNeighborsClassifier))(1)_memorynull
sklearn.ensemble.voting_classifier.VotingClassifier(SVC=sklearn.svm.classes.SVC,LR=sklearn.pipeline.Pipeline(pca=sklearn.decomposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.LogisticRegression),KNN=sklearn.neighbors.classification.KNeighborsClassifier)(1)_flatten_transformnull
sklearn.ensemble.voting_classifier.VotingClassifier(SVC=sklearn.svm.classes.SVC,LR=sklearn.pipeline.Pipeline(pca=sklearn.decomposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.LogisticRegression),KNN=sklearn.neighbors.classification.KNeighborsClassifier)(1)_n_jobs1
sklearn.ensemble.voting_classifier.VotingClassifier(SVC=sklearn.svm.classes.SVC,LR=sklearn.pipeline.Pipeline(pca=sklearn.decomposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.LogisticRegression),KNN=sklearn.neighbors.classification.KNeighborsClassifier)(1)_voting"soft"
sklearn.ensemble.voting_classifier.VotingClassifier(SVC=sklearn.svm.classes.SVC,LR=sklearn.pipeline.Pipeline(pca=sklearn.decomposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.LogisticRegression),KNN=sklearn.neighbors.classification.KNeighborsClassifier)(1)_weightsnull
sklearn.pipeline.Pipeline(pca=sklearn.decomposition.pca.PCA,logisticregression=sklearn.linear_model.logistic.LogisticRegression)(1)_memorynull

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

arff
Predictions

ARFF file with instance-level predictions generated by the model.

17 Evaluation measures

0.8747 ± 0.1023
Per class
Cross-validation details (10-fold Crossvalidation)
0.9807 ± 0.0023
Per class
Cross-validation details (10-fold Crossvalidation)
0.254 ± 0.1458
Cross-validation details (10-fold Crossvalidation)
-9013.5074 ± 200.2314
Cross-validation details (10-fold Crossvalidation)
0.0297 ± 0.0025
Cross-validation details (10-fold Crossvalidation)
0.0328 ± 0.0008
Cross-validation details (10-fold Crossvalidation)
3686
Per class
Cross-validation details (10-fold Crossvalidation)
0.9861 ± 0.0014
Per class
Cross-validation details (10-fold Crossvalidation)
0.9859 ± 0.0017
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.9859 ± 0.0017
Per class
Cross-validation details (10-fold Crossvalidation)
0.9054 ± 0.0821
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.1112 ± 0.0086
Cross-validation details (10-fold Crossvalidation)
0.8714 ± 0.0735
Cross-validation details (10-fold Crossvalidation)