Run
8886126

Run 8886126

Task 167132 (Supervised Classification) Speech Uploaded 16-03-2018 by jiawen wang
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Flow

imblearn.pipeline.Pipeline(oversample=imblearn.over_sampling.adasyn.ADASYN, preprocessing=sklearn.preprocessing.data.StandardScaler,classifier=sklearn. naive_bayes.GaussianNB)(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.naive_bayes.GaussianNB(7)_priorsnull
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_state6009
imblearn.over_sampling.adasyn.ADASYN(1)_ratio"auto"
imblearn.pipeline.Pipeline(oversample=imblearn.over_sampling.adasyn.ADASYN,preprocessing=sklearn.preprocessing.data.StandardScaler,classifier=sklearn.naive_bayes.GaussianNB)(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
0.6019 ± 0.0935
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.9558 ± 0.0088
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.0786 ± 0.0991
Cross-validation details (10-fold Crossvalidation)
KB relative information score
-7317.5178 ± 246.7667
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.0581 ± 0.0141
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
0.9709 ± 0.0056
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.9422 ± 0.0145
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.1231
Cross-validation details (10-fold Crossvalidation)
Recall
0.9422 ± 0.0145
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
1.7716 ± 0.3797
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
0.2364 ± 0.0282
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
1.8528 ± 0.1822
Cross-validation details (10-fold Crossvalidation)