Run
8886380

Run 8886380

Task 167132 (Supervised Classification) Speech Uploaded 16-03-2018 by Yuntao Li
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Flow

imblearn.pipeline.Pipeline(SMOTE=imblearn.over_sampling.smote.SMOTE,decomp= sklearn.decomposition.pca.PCA,scaler=sklearn.preprocessing.data.StandardSca ler,knn=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"minkowski"
sklearn.neighbors.classification.KNeighborsClassifier(20)_metric_paramsnull
sklearn.neighbors.classification.KNeighborsClassifier(20)_n_jobs1
sklearn.neighbors.classification.KNeighborsClassifier(20)_n_neighbors9
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_componentsnull
sklearn.decomposition.pca.PCA(2)_random_state35707
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(1)_knull
imblearn.over_sampling.smote.SMOTE(1)_k_neighbors5
imblearn.over_sampling.smote.SMOTE(1)_kind"regular"
imblearn.over_sampling.smote.SMOTE(1)_mnull
imblearn.over_sampling.smote.SMOTE(1)_m_neighbors10
imblearn.over_sampling.smote.SMOTE(1)_n_jobs1
imblearn.over_sampling.smote.SMOTE(1)_out_step0.5
imblearn.over_sampling.smote.SMOTE(1)_random_state26787
imblearn.over_sampling.smote.SMOTE(1)_ratio"auto"
imblearn.over_sampling.smote.SMOTE(1)_svm_estimatornull
imblearn.pipeline.Pipeline(SMOTE=imblearn.over_sampling.smote.SMOTE,decomp=sklearn.decomposition.pca.PCA,scaler=sklearn.preprocessing.data.StandardScaler,knn=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.

15 Evaluation measures

0.8058 ± 0.011
Per class
Cross-validation details (10-fold Crossvalidation)
-166643.3381 ± 36.3549
Cross-validation details (10-fold Crossvalidation)
0.8995 ± 0.0029
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)
0.0165 ± 0.0009
Cross-validation details (10-fold Crossvalidation)
0.1231
Cross-validation details (10-fold Crossvalidation)
0.0165 ± 0.0009
Per class
Cross-validation details (10-fold Crossvalidation)
27.4195 ± 0.6178
Cross-validation details (10-fold Crossvalidation)
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
0.9104 ± 0.003
Cross-validation details (10-fold Crossvalidation)
7.136 ± 0.1551
Cross-validation details (10-fold Crossvalidation)