Run
8885451

Run 8885451

Task 167132 (Supervised Classification) Speech Uploaded 14-03-2018 by Maarten van Asseldonk
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Flow

sklearn.ensemble.voting_classifier.VotingClassifier(kn=sklearn.neighbors.cl assification.KNeighborsClassifier,rf=sklearn.ensemble.forest.RandomForestCl assifier,gp=sklearn.gaussian_process.gpc.GaussianProcessClassifier)(1)Automatically created scikit-learn flow.
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_neighbors2
sklearn.neighbors.classification.KNeighborsClassifier(20)_p2
sklearn.neighbors.classification.KNeighborsClassifier(20)_weights"uniform"
sklearn.ensemble.forest.RandomForestClassifier(32)_bootstraptrue
sklearn.ensemble.forest.RandomForestClassifier(32)_class_weightnull
sklearn.ensemble.forest.RandomForestClassifier(32)_criterion"gini"
sklearn.ensemble.forest.RandomForestClassifier(32)_max_depthnull
sklearn.ensemble.forest.RandomForestClassifier(32)_max_features"auto"
sklearn.ensemble.forest.RandomForestClassifier(32)_max_leaf_nodesnull
sklearn.ensemble.forest.RandomForestClassifier(32)_min_impurity_decrease0.0
sklearn.ensemble.forest.RandomForestClassifier(32)_min_impurity_splitnull
sklearn.ensemble.forest.RandomForestClassifier(32)_min_samples_leaf1
sklearn.ensemble.forest.RandomForestClassifier(32)_min_samples_split2
sklearn.ensemble.forest.RandomForestClassifier(32)_min_weight_fraction_leaf0.0
sklearn.ensemble.forest.RandomForestClassifier(32)_n_estimators100
sklearn.ensemble.forest.RandomForestClassifier(32)_n_jobs1
sklearn.ensemble.forest.RandomForestClassifier(32)_oob_scorefalse
sklearn.ensemble.forest.RandomForestClassifier(32)_random_state52470
sklearn.ensemble.forest.RandomForestClassifier(32)_verbose0
sklearn.ensemble.forest.RandomForestClassifier(32)_warm_startfalse
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_copy_X_traintrue
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_kernelnull
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_max_iter_predict100
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_multi_class"one_vs_rest"
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_n_jobs1
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_n_restarts_optimizer0
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_optimizer"fmin_l_bfgs_b"
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_random_state4890
sklearn.gaussian_process.gpc.GaussianProcessClassifier(2)_warm_startfalse
sklearn.ensemble.voting_classifier.VotingClassifier(kn=sklearn.neighbors.classification.KNeighborsClassifier,rf=sklearn.ensemble.forest.RandomForestClassifier,gp=sklearn.gaussian_process.gpc.GaussianProcessClassifier)(1)_flatten_transformnull
sklearn.ensemble.voting_classifier.VotingClassifier(kn=sklearn.neighbors.classification.KNeighborsClassifier,rf=sklearn.ensemble.forest.RandomForestClassifier,gp=sklearn.gaussian_process.gpc.GaussianProcessClassifier)(1)_n_jobs-1
sklearn.ensemble.voting_classifier.VotingClassifier(kn=sklearn.neighbors.classification.KNeighborsClassifier,rf=sklearn.ensemble.forest.RandomForestClassifier,gp=sklearn.gaussian_process.gpc.GaussianProcessClassifier)(1)_voting"soft"
sklearn.ensemble.voting_classifier.VotingClassifier(kn=sklearn.neighbors.classification.KNeighborsClassifier,rf=sklearn.ensemble.forest.RandomForestClassifier,gp=sklearn.gaussian_process.gpc.GaussianProcessClassifier)(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.

17 Evaluation measures

0.8267 ± 0.0995
Per class
Cross-validation details (10-fold Crossvalidation)
0.9836 ± 0.0044
Per class
Cross-validation details (10-fold Crossvalidation)
0.3854 ± 0.2113
Cross-validation details (10-fold Crossvalidation)
-97958.2292 ± 47.2679
Cross-validation details (10-fold Crossvalidation)
0.1869 ± 0.002
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)
0.9866 ± 0.0042
Per class
Cross-validation details (10-fold Crossvalidation)
0.9872 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.9872 ± 0.0031
Per class
Cross-validation details (10-fold Crossvalidation)
5.6977 ± 0.1493
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.2001 ± 0.0042
Cross-validation details (10-fold Crossvalidation)
1.5684 ± 0.0477
Cross-validation details (10-fold Crossvalidation)