Run
8886589

Run 8886589

Task 167132 (Supervised Classification) Speech Uploaded 17-03-2018 by Xinyi Kong
0 likes downloaded by 0 people 0 issues 0 downvotes , 0 total downloads
Issue #Downvotes for this reason By


Flow

imblearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler ,pac=sklearn.decomposition.pca.PCA,oversample=imblearn.over_sampling.adasyn .ADASYN,classifier=sklearn.neighbors.classification.KNeighborsClassifier)(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.neighbors.classification.KNeighborsClassifier(21)_algorithm"auto"
sklearn.neighbors.classification.KNeighborsClassifier(21)_leaf_size30
sklearn.neighbors.classification.KNeighborsClassifier(21)_metric"minkowski"
sklearn.neighbors.classification.KNeighborsClassifier(21)_metric_paramsnull
sklearn.neighbors.classification.KNeighborsClassifier(21)_n_jobs-1
sklearn.neighbors.classification.KNeighborsClassifier(21)_n_neighbors23
sklearn.neighbors.classification.KNeighborsClassifier(21)_p2
sklearn.neighbors.classification.KNeighborsClassifier(21)_weights"uniform"
sklearn.decomposition.pca.PCA(3)_copytrue
sklearn.decomposition.pca.PCA(3)_iterated_power"auto"
sklearn.decomposition.pca.PCA(3)_n_components380
sklearn.decomposition.pca.PCA(3)_random_state52961
sklearn.decomposition.pca.PCA(3)_svd_solver"auto"
sklearn.decomposition.pca.PCA(3)_tol0.0
sklearn.decomposition.pca.PCA(3)_whitenfalse
imblearn.over_sampling.adasyn.ADASYN(1)_knull
imblearn.over_sampling.adasyn.ADASYN(1)_n_jobs1
imblearn.over_sampling.adasyn.ADASYN(1)_n_neighbors5
imblearn.over_sampling.adasyn.ADASYN(1)_random_state42
imblearn.over_sampling.adasyn.ADASYN(1)_ratio"auto"
imblearn.pipeline.Pipeline(scaler=sklearn.preprocessing.data.StandardScaler,pac=sklearn.decomposition.pca.PCA,oversample=imblearn.over_sampling.adasyn.ADASYN,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

Area under ROC curve
0.9442 ± 0.0165
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.0011
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0 ± 0
Cross-validation details (10-fold Crossvalidation)
KB relative information score
-167090.6098 ± 50.836
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.9075 ± 0.0051
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.0328 ± 0.0008
Cross-validation details (10-fold Crossvalidation)
Number of instances
3686
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.9837
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.0168 ± 0.0017
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.1231
Cross-validation details (10-fold Crossvalidation)
Recall
0.0168 ± 0.0017
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
27.664 ± 0.7027
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.1276 ± 0.0031
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.9169 ± 0.0047
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
7.187 ± 0.1747
Cross-validation details (10-fold Crossvalidation)