Run
8886253

Run 8886253

Task 167132 (Supervised Classification) Speech Uploaded 16-03-2018 by Sami Ozarik
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Flow

imblearn.pipeline.Pipeline(SMOTE=imblearn.over_sampling.smote.SMOTE,Scaler= sklearn.preprocessing.data.StandardScaler,PCA=sklearn.decomposition.pca.PCA ,Classifier=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.neighbors.classification.KNeighborsClassifier(20)_algorithm"auto"
sklearn.neighbors.classification.KNeighborsClassifier(20)_leaf_size30
sklearn.neighbors.classification.KNeighborsClassifier(20)_metric"chebyshev"
sklearn.neighbors.classification.KNeighborsClassifier(20)_metric_paramsnull
sklearn.neighbors.classification.KNeighborsClassifier(20)_n_jobs-1
sklearn.neighbors.classification.KNeighborsClassifier(20)_n_neighbors900
sklearn.neighbors.classification.KNeighborsClassifier(20)_p2
sklearn.neighbors.classification.KNeighborsClassifier(20)_weights"distance"
sklearn.decomposition.pca.PCA(2)_copytrue
sklearn.decomposition.pca.PCA(2)_iterated_power"auto"
sklearn.decomposition.pca.PCA(2)_n_components6
sklearn.decomposition.pca.PCA(2)_random_state951
sklearn.decomposition.pca.PCA(2)_svd_solver"auto"
sklearn.decomposition.pca.PCA(2)_tol0.0
sklearn.decomposition.pca.PCA(2)_whitenfalse
imblearn.over_sampling.smote.SMOTE(2)_knull
imblearn.over_sampling.smote.SMOTE(2)_k_neighbors5
imblearn.over_sampling.smote.SMOTE(2)_kind"regular"
imblearn.over_sampling.smote.SMOTE(2)_mnull
imblearn.over_sampling.smote.SMOTE(2)_m_neighbors10
imblearn.over_sampling.smote.SMOTE(2)_n_jobs1
imblearn.over_sampling.smote.SMOTE(2)_out_step0.5
imblearn.over_sampling.smote.SMOTE(2)_random_state63199
imblearn.over_sampling.smote.SMOTE(2)_ratio"auto"
imblearn.over_sampling.smote.SMOTE(2)_svm_estimatornull
imblearn.pipeline.Pipeline(SMOTE=imblearn.over_sampling.smote.SMOTE,Scaler=sklearn.preprocessing.data.StandardScaler,PCA=sklearn.decomposition.pca.PCA,Classifier=sklearn.neighbors.classification.KNeighborsClassifier)(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

0.8068 ± 0.0897
Per class
Cross-validation details (10-fold Crossvalidation)
0.9792 ± 0.0035
Per class
Cross-validation details (10-fold Crossvalidation)
0.2116 ± 0.154
Cross-validation details (10-fold Crossvalidation)
-58661.9012 ± 815.9953
Cross-validation details (10-fold Crossvalidation)
0.1013 ± 0.015
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)
0.9794 ± 0.0081
Per class
Cross-validation details (10-fold Crossvalidation)
0.9843 ± 0.0028
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.9843 ± 0.0028
Per class
Cross-validation details (10-fold Crossvalidation)
3.0867 ± 0.4842
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.1497 ± 0.0119
Cross-validation details (10-fold Crossvalidation)
1.1734 ± 0.1065
Cross-validation details (10-fold Crossvalidation)