Run
8885684

Run 8885684

Task 167132 (Supervised Classification) Speech Uploaded 15-03-2018 by Bas Bluemink
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Flow

sklearn.ensemble.voting_classifier.VotingClassifier(xgb=xgboost.sklearn.XGB Classifier,svc=sklearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data. StandardScaler,pca=sklearn.decomposition.pca.PCA,svm=sklearn.svm.classes.SV C))(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)_C10
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)_gamma0.5
sklearn.svm.classes.SVC(16)_kernel"linear"
sklearn.svm.classes.SVC(16)_max_iter-1
sklearn.svm.classes.SVC(16)_probabilitytrue
sklearn.svm.classes.SVC(16)_random_state2031
sklearn.svm.classes.SVC(16)_shrinkingtrue
sklearn.svm.classes.SVC(16)_tol0.001
sklearn.svm.classes.SVC(16)_verbosefalse
xgboost.sklearn.XGBClassifier(5)_base_score0.5
xgboost.sklearn.XGBClassifier(5)_booster"gbtree"
xgboost.sklearn.XGBClassifier(5)_colsample_bylevel1
xgboost.sklearn.XGBClassifier(5)_colsample_bytree1
xgboost.sklearn.XGBClassifier(5)_gamma0
xgboost.sklearn.XGBClassifier(5)_learning_rate0.11
xgboost.sklearn.XGBClassifier(5)_max_delta_step0
xgboost.sklearn.XGBClassifier(5)_max_depth5
xgboost.sklearn.XGBClassifier(5)_min_child_weight1
xgboost.sklearn.XGBClassifier(5)_missingnull
xgboost.sklearn.XGBClassifier(5)_n_estimators150
xgboost.sklearn.XGBClassifier(5)_n_jobs1
xgboost.sklearn.XGBClassifier(5)_nthreadnull
xgboost.sklearn.XGBClassifier(5)_objective"binary:logistic"
xgboost.sklearn.XGBClassifier(5)_random_state0
xgboost.sklearn.XGBClassifier(5)_reg_alpha0
xgboost.sklearn.XGBClassifier(5)_reg_lambda1
xgboost.sklearn.XGBClassifier(5)_scale_pos_weight1
xgboost.sklearn.XGBClassifier(5)_seednull
xgboost.sklearn.XGBClassifier(5)_silenttrue
xgboost.sklearn.XGBClassifier(5)_subsample1
sklearn.decomposition.pca.PCA(2)_copytrue
sklearn.decomposition.pca.PCA(2)_iterated_power"auto"
sklearn.decomposition.pca.PCA(2)_n_components5
sklearn.decomposition.pca.PCA(2)_random_state65001
sklearn.decomposition.pca.PCA(2)_svd_solver"auto"
sklearn.decomposition.pca.PCA(2)_tol0.0
sklearn.decomposition.pca.PCA(2)_whitenfalse
sklearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler,pca=sklearn.decomposition.pca.PCA,svm=sklearn.svm.classes.SVC)(1)_memorynull
sklearn.ensemble.voting_classifier.VotingClassifier(xgb=xgboost.sklearn.XGBClassifier,svc=sklearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler,pca=sklearn.decomposition.pca.PCA,svm=sklearn.svm.classes.SVC))(1)_flatten_transformnull
sklearn.ensemble.voting_classifier.VotingClassifier(xgb=xgboost.sklearn.XGBClassifier,svc=sklearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler,pca=sklearn.decomposition.pca.PCA,svm=sklearn.svm.classes.SVC))(1)_n_jobs1
sklearn.ensemble.voting_classifier.VotingClassifier(xgb=xgboost.sklearn.XGBClassifier,svc=sklearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler,pca=sklearn.decomposition.pca.PCA,svm=sklearn.svm.classes.SVC))(1)_voting"soft"
sklearn.ensemble.voting_classifier.VotingClassifier(xgb=xgboost.sklearn.XGBClassifier,svc=sklearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler,pca=sklearn.decomposition.pca.PCA,svm=sklearn.svm.classes.SVC))(1)_weightsnull

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.

15 Evaluation measures

0.7296 ± 0.1299
Per class
Cross-validation details (10-fold Crossvalidation)
180.4824 ± 44.702
Cross-validation details (10-fold Crossvalidation)
0.0257 ± 0.0009
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)
0.9835 ± 0.0009
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.9835 ± 0.0009
Per class
Cross-validation details (10-fold Crossvalidation)
0.7824 ± 0.0209
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.1273 ± 0.0033
Cross-validation details (10-fold Crossvalidation)
0.998 ± 0.0026
Cross-validation details (10-fold Crossvalidation)