Run
8886429

Run 8886429

Task 167132 (Supervised Classification) Speech Uploaded 16-03-2018 by Mark Frenken
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Flow

sklearn.pipeline.Pipeline(Scaler=sklearn.preprocessing.data.StandardScaler, Decomposition=sklearn.decomposition.pca.PCA,Classifier=sklearn.ensemble.gra dient_boosting.GradientBoostingClassifier)(1)Automatically created scikit-learn flow.
sklearn.preprocessing.data.StandardScaler(4)_copytrue
sklearn.preprocessing.data.StandardScaler(4)_with_meantrue
sklearn.preprocessing.data.StandardScaler(4)_with_stdtrue
sklearn.decomposition.pca.PCA(3)_copytrue
sklearn.decomposition.pca.PCA(3)_iterated_power"auto"
sklearn.decomposition.pca.PCA(3)_n_componentsnull
sklearn.decomposition.pca.PCA(3)_random_state31128
sklearn.decomposition.pca.PCA(3)_svd_solver"auto"
sklearn.decomposition.pca.PCA(3)_tol0.0
sklearn.decomposition.pca.PCA(3)_whitenfalse
sklearn.pipeline.Pipeline(Scaler=sklearn.preprocessing.data.StandardScaler,Decomposition=sklearn.decomposition.pca.PCA,Classifier=sklearn.ensemble.gradient_boosting.GradientBoostingClassifier)(1)_memorynull
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_criterion"friedman_mse"
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_initnull
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_learning_rate0.1
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_loss"deviance"
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_max_depth3
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_max_featuresnull
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_max_leaf_nodesnull
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_min_impurity_decrease0.0
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_min_impurity_splitnull
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_min_samples_leaf1
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_min_samples_split2
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_min_weight_fraction_leaf0.0
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_n_estimators100
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_presort"auto"
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_random_state0
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_subsample1.0
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_verbose0
sklearn.ensemble.gradient_boosting.GradientBoostingClassifier(12)_warm_startfalse

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

0.7197 ± 0.1026
Per class
Cross-validation details (10-fold Crossvalidation)
0.9569 ± 0.0078
Per class
Cross-validation details (10-fold Crossvalidation)
0.0508 ± 0.094
Cross-validation details (10-fold Crossvalidation)
-8384.1275 ± 199.6301
Cross-validation details (10-fold Crossvalidation)
0.0555 ± 0.011
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)
0.9695 ± 0.0037
Per class
Cross-validation details (10-fold Crossvalidation)
0.9452 ± 0.0139
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.9452 ± 0.0139
Per class
Cross-validation details (10-fold Crossvalidation)
1.6907 ± 0.3498
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.2076 ± 0.0247
Cross-validation details (10-fold Crossvalidation)
1.6277 ± 0.2082
Cross-validation details (10-fold Crossvalidation)