Run
1852560

Run 1852560

Task 145677 (Supervised Classification) Bioresponse Uploaded 15-03-2017 by Jeroen van Hoof
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  • NumPy_1.11.2. Python_3.5.2. run_task SciPy_0.18.1. Sklearn_0.18.1. Wed_Mar_15_04.26.30_2017 __main__.AUC_Booster
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Flow

__main__.AUC_Booster(1)Automatically created scikit-learn flow.
__main__.AUC_Booster(1)_base_score0.5
__main__.AUC_Booster(1)_colsample_bylevel0.9
__main__.AUC_Booster(1)_colsample_bytree1
__main__.AUC_Booster(1)_gamma0
__main__.AUC_Booster(1)_learning_rate0.02
__main__.AUC_Booster(1)_max_delta_step0
__main__.AUC_Booster(1)_max_depth8
__main__.AUC_Booster(1)_min_child_weight2
__main__.AUC_Booster(1)_missingNone
__main__.AUC_Booster(1)_n_estimators100
__main__.AUC_Booster(1)_nthread-1
__main__.AUC_Booster(1)_objectivebinary:logistic
__main__.AUC_Booster(1)_reg_alpha0
__main__.AUC_Booster(1)_reg_lambda1
__main__.AUC_Booster(1)_scale_pos_weight1
__main__.AUC_Booster(1)_seed0
__main__.AUC_Booster(1)_silentTrue
__main__.AUC_Booster(1)_subsample1

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
0.8672
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.7954
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.5873
Cross-validation details (10-fold Crossvalidation)
KB relative information score
1482.42
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.3202
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.4964
Cross-validation details (10-fold Crossvalidation)
Number of instances
3751
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.7956
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.7958
Cross-validation details (10-fold Crossvalidation)
Prior entropy
0.9948
Cross-validation details (10-fold Crossvalidation)
Recall
0.7958
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.6451
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.4982
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.3848
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.7724
Cross-validation details (10-fold Crossvalidation)