Run
8885463

Run 8885463

Task 167132 (Supervised Classification) Speech Uploaded 14-03-2018 by Emma van Zoelen
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Flow

sklearn.ensemble.voting_classifier.VotingClassifier(knn=sklearn.neighbors.c lassification.KNeighborsClassifier,svc=sklearn.pipeline.Pipeline(transforme r=sklearn.preprocessing.data.StandardScaler,reduction=sklearn.decomposition .pca.PCA,estimator=sklearn.svm.classes.SVC),bnb=sklearn.naive_bayes.Bernoul liNB)(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_weightnull
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_state39324
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_neighbors20
sklearn.neighbors.classification.KNeighborsClassifier(20)_p2
sklearn.neighbors.classification.KNeighborsClassifier(20)_weights"uniform"
sklearn.decomposition.pca.PCA(2)_copytrue
sklearn.decomposition.pca.PCA(2)_iterated_power"auto"
sklearn.decomposition.pca.PCA(2)_n_components80
sklearn.decomposition.pca.PCA(2)_random_state33290
sklearn.decomposition.pca.PCA(2)_svd_solver"auto"
sklearn.decomposition.pca.PCA(2)_tol0.0
sklearn.decomposition.pca.PCA(2)_whitenfalse
sklearn.naive_bayes.BernoulliNB(4)_alpha1.0
sklearn.naive_bayes.BernoulliNB(4)_binarize0.0
sklearn.naive_bayes.BernoulliNB(4)_class_priornull
sklearn.naive_bayes.BernoulliNB(4)_fit_priortrue
sklearn.ensemble.voting_classifier.VotingClassifier(knn=sklearn.neighbors.classification.KNeighborsClassifier,svc=sklearn.pipeline.Pipeline(transformer=sklearn.preprocessing.data.StandardScaler,reduction=sklearn.decomposition.pca.PCA,estimator=sklearn.svm.classes.SVC),bnb=sklearn.naive_bayes.BernoulliNB)(1)_flatten_transformnull
sklearn.ensemble.voting_classifier.VotingClassifier(knn=sklearn.neighbors.classification.KNeighborsClassifier,svc=sklearn.pipeline.Pipeline(transformer=sklearn.preprocessing.data.StandardScaler,reduction=sklearn.decomposition.pca.PCA,estimator=sklearn.svm.classes.SVC),bnb=sklearn.naive_bayes.BernoulliNB)(1)_n_jobs1
sklearn.ensemble.voting_classifier.VotingClassifier(knn=sklearn.neighbors.classification.KNeighborsClassifier,svc=sklearn.pipeline.Pipeline(transformer=sklearn.preprocessing.data.StandardScaler,reduction=sklearn.decomposition.pca.PCA,estimator=sklearn.svm.classes.SVC),bnb=sklearn.naive_bayes.BernoulliNB)(1)_voting"soft"
sklearn.ensemble.voting_classifier.VotingClassifier(knn=sklearn.neighbors.classification.KNeighborsClassifier,svc=sklearn.pipeline.Pipeline(transformer=sklearn.preprocessing.data.StandardScaler,reduction=sklearn.decomposition.pca.PCA,estimator=sklearn.svm.classes.SVC),bnb=sklearn.naive_bayes.BernoulliNB)(1)_weightsnull
sklearn.pipeline.Pipeline(transformer=sklearn.preprocessing.data.StandardScaler,reduction=sklearn.decomposition.pca.PCA,estimator=sklearn.svm.classes.SVC)(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

0.8993 ± 0.0738
Per class
Cross-validation details (10-fold Crossvalidation)
0.9816 ± 0.0036
Per class
Cross-validation details (10-fold Crossvalidation)
0.2975 ± 0.139
Cross-validation details (10-fold Crossvalidation)
-10668.4783 ± 141.6812
Cross-validation details (10-fold Crossvalidation)
0.0351 ± 0.0036
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)
0.9852 ± 0.0063
Per class
Cross-validation details (10-fold Crossvalidation)
0.9862 ± 0.0024
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.9862 ± 0.0024
Per class
Cross-validation details (10-fold Crossvalidation)
1.0698 ± 0.1065
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.113 ± 0.0109
Cross-validation details (10-fold Crossvalidation)
0.8858 ± 0.088
Cross-validation details (10-fold Crossvalidation)