Run
9199735

Run 9199735

Task 7592 (Supervised Classification) adult 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
0.8308 ± 0.0047
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.7667 ± 0.006
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.3143 ± 0.0182
Cross-validation details (10-fold Crossvalidation)
KB relative information score
17504.3626 ± 69.1895
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.2085 ± 0.0044
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.3641 ± 0
Cross-validation details (10-fold Crossvalidation)
Number of instances
48842
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.7749 ± 0.0072
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.7953 ± 0.0048
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.7939
Cross-validation details (10-fold Crossvalidation)
Recall
0.7953 ± 0.0048
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.5727 ± 0.0122
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.4266 ± 0.0001
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.4397 ± 0.0049
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
1.0305 ± 0.0114
Cross-validation details (10-fold Crossvalidation)