Run
9199737

Run 9199737

Task 9946 (Supervised Classification) wdbc Uploaded 03-05-2018 by Jan van Rijn
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Flow

sklearn.pipeline.Pipeline(imputation=sklearn.preprocessing.imputation.Imput er,estimator=sklearn.naive_bayes.GaussianNB)(1)Automatically created scikit-learn flow.
sklearn.preprocessing.imputation.Imputer(20)_axis0
sklearn.preprocessing.imputation.Imputer(20)_copytrue
sklearn.preprocessing.imputation.Imputer(20)_missing_values"NaN"
sklearn.preprocessing.imputation.Imputer(20)_strategy"median"
sklearn.preprocessing.imputation.Imputer(20)_verbose0
sklearn.pipeline.Pipeline(imputation=sklearn.preprocessing.imputation.Imputer,estimator=sklearn.naive_bayes.GaussianNB)(1)_memorynull
sklearn.naive_bayes.GaussianNB(8)_priorsnull

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
0.9873 ± 0.008
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.9381 ± 0.0152
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.8668 ± 0.0317
Cross-validation details (10-fold Crossvalidation)
KB relative information score
492.5378 ± 1.8505
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.0609 ± 0.0161
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.4676 ± 0.0019
Cross-validation details (10-fold Crossvalidation)
Number of instances
569
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.9387 ± 0.0142
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.9385 ± 0.015
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.953
Cross-validation details (10-fold Crossvalidation)
Recall
0.9385 ± 0.015
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.1302 ± 0.0341
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.4835 ± 0.0019
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.2376 ± 0.0339
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.4914 ± 0.0693
Cross-validation details (10-fold Crossvalidation)