Run
10254871

Run 10254871

Task 3918 (Supervised Classification) pc1 Uploaded 28-07-2019 by Heinrich Peters
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Flow

sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer, histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gra dient_boosting.HistGradientBoostingClassifier)(1)Automatically created scikit-learn flow.
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_l2_regularization1e-09
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_learning_rate0.1
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_loss"auto"
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_max_bins8
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_max_depth7
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_max_iter150
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_max_leaf_nodes128
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_min_samples_leaf27
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_n_iter_no_changenull
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_random_state9274
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_scoringnull
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_tol1e-07
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_validation_fraction0.1
sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2)_verbose0
sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1)_memorynull
sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1)_steps[{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "histgradientboostingclassifier", "step_name": "histgradientboostingclassifier"}}]
sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1)_verbosefalse
sklearn.impute._base.SimpleImputer(1)_add_indicatorfalse
sklearn.impute._base.SimpleImputer(1)_copytrue
sklearn.impute._base.SimpleImputer(1)_fill_valuenull
sklearn.impute._base.SimpleImputer(1)_missing_valuesNaN
sklearn.impute._base.SimpleImputer(1)_strategy"most_frequent"
sklearn.impute._base.SimpleImputer(1)_verbose0

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

0.8479 ± 0.0722
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.70.750.80.850.90.951
0.9177 ± 0.0208
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.880.890.90.910.920.930.940.…0.95
0.3087 ± 0.1931
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore000.10.20.30.40.50.6
0.0321 ± 0.174
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore0-0.3-0.2-0.100.10.20.30.4
0.0838 ± 0.0133
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.060.070.080.090.10.11
0.1299 ± 0.0037
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.1240.1260.1280.130.1320.1…0.134
1109
Per class
Cross-validation details (10-fold Crossvalidation)
0.9128 ± 0.0241
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.880.90.920.940.860.96
0.9252 ± 0.018
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.880.890.90.910.920.930.940.…0.95
0.3638 ± 0.0159
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.340.350.360.370.380.33
0.9252 ± 0.018
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.880.890.90.910.920.930.940.…0.95
0.6449 ± 0.0999
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.50.550.60.650.70.750.8
0.2542 ± 0.0073
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.240.2450.250.2550.26
0.2399 ± 0.0236
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.20.220.240.260.280.3
0.9437 ± 0.089
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.750.80.850.90.9511.051.1
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