Run
9199748

Run 9199748

Task 10093 (Supervised Classification) banknote-authentication 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
0.9386 ± 0.0199
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.8377 ± 0.0339
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.6706 ± 0.0689
Cross-validation details (10-fold Crossvalidation)
KB relative information score
861.5311 ± 7.2443
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.1896 ± 0.0249
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.4939 ± 0.0002
Cross-validation details (10-fold Crossvalidation)
Number of instances
1372
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.8381 ± 0.0335
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.8382 ± 0.0335
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.9912
Cross-validation details (10-fold Crossvalidation)
Recall
0.8382 ± 0.0335
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.3839 ± 0.0505
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.4969 ± 0.0002
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.3241 ± 0.0328
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.6523 ± 0.0661
Cross-validation details (10-fold Crossvalidation)