Run
1873532

Run 1873532

Task 20 (Supervised Classification) mfeat-pixel Uploaded 29-03-2017 by Randal Olson
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  • NumPy_1.11.3. Python_3.6.0. run_task SciPy_0.19.0. sklearn.pipeline.Pipeline Sklearn_0.18.1. Wed_Mar_29_01.25.14_2017
Issue #Downvotes for this reason By


Flow

sklearn.pipeline.Pipeline(imputer=sklearn.preprocessing.imputation.Imputer, kernelpca=sklearn.decomposition.kernel_pca.KernelPCA,randomforestclassifier =sklearn.ensemble.forest.RandomForestClassifier)(1)Automatically created scikit-learn flow.
sklearn.ensemble.forest.RandomForestClassifier(16)_bootstrapTrue
sklearn.ensemble.forest.RandomForestClassifier(16)_class_weightNone
sklearn.ensemble.forest.RandomForestClassifier(16)_criteriongini
sklearn.ensemble.forest.RandomForestClassifier(16)_max_depthNone
sklearn.ensemble.forest.RandomForestClassifier(16)_max_featuresauto
sklearn.ensemble.forest.RandomForestClassifier(16)_max_leaf_nodesNone
sklearn.ensemble.forest.RandomForestClassifier(16)_min_impurity_split1e-07
sklearn.ensemble.forest.RandomForestClassifier(16)_min_samples_leaf1
sklearn.ensemble.forest.RandomForestClassifier(16)_min_samples_split2
sklearn.ensemble.forest.RandomForestClassifier(16)_min_weight_fraction_leaf0.0
sklearn.ensemble.forest.RandomForestClassifier(16)_n_estimators500
sklearn.ensemble.forest.RandomForestClassifier(16)_n_jobs-1
sklearn.ensemble.forest.RandomForestClassifier(16)_oob_scoreFalse
sklearn.ensemble.forest.RandomForestClassifier(16)_random_stateNone
sklearn.ensemble.forest.RandomForestClassifier(16)_verbose0
sklearn.ensemble.forest.RandomForestClassifier(16)_warm_startFalse
sklearn.preprocessing.imputation.Imputer(3)_axis0
sklearn.preprocessing.imputation.Imputer(3)_copyTrue
sklearn.preprocessing.imputation.Imputer(3)_missing_valuesNaN
sklearn.preprocessing.imputation.Imputer(3)_strategymedian
sklearn.preprocessing.imputation.Imputer(3)_verbose0
sklearn.pipeline.Pipeline(imputer=sklearn.preprocessing.imputation.Imputer,kernelpca=sklearn.decomposition.kernel_pca.KernelPCA,randomforestclassifier=sklearn.ensemble.forest.RandomForestClassifier)(1)_steps[('imputer', Imputer(axis=0, copy=True, missing_values='NaN', strategy='median', verbose=0)), ('kernelpca', KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto', fit_inverse_transform=False, gamma=None, kernel='rbf', kernel_params=None, max_iter=None, n_components=None, n_jobs=-1, random_state=None, remove_zero_eig=False, tol=0)), ('randomforestclassifier', RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini', max_depth=None, max_features='auto', max_leaf_nodes=None, min_impurity_split=1e-07, min_samples_leaf=1, min_samples_split=2, min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1, oob_score=False, random_state=None, verbose=0, warm_start=False))]
sklearn.decomposition.kernel_pca.KernelPCA(1)_alpha1.0
sklearn.decomposition.kernel_pca.KernelPCA(1)_coef01
sklearn.decomposition.kernel_pca.KernelPCA(1)_copy_XTrue
sklearn.decomposition.kernel_pca.KernelPCA(1)_degree3
sklearn.decomposition.kernel_pca.KernelPCA(1)_eigen_solverauto
sklearn.decomposition.kernel_pca.KernelPCA(1)_fit_inverse_transformFalse
sklearn.decomposition.kernel_pca.KernelPCA(1)_gammaNone
sklearn.decomposition.kernel_pca.KernelPCA(1)_kernelrbf
sklearn.decomposition.kernel_pca.KernelPCA(1)_kernel_paramsNone
sklearn.decomposition.kernel_pca.KernelPCA(1)_max_iterNone
sklearn.decomposition.kernel_pca.KernelPCA(1)_n_componentsNone
sklearn.decomposition.kernel_pca.KernelPCA(1)_n_jobs-1
sklearn.decomposition.kernel_pca.KernelPCA(1)_random_stateNone
sklearn.decomposition.kernel_pca.KernelPCA(1)_remove_zero_eigFalse
sklearn.decomposition.kernel_pca.KernelPCA(1)_tol0

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

0.9923
Per class
Cross-validation details (10-fold Crossvalidation)
0.9093
Per class
Cross-validation details (10-fold Crossvalidation)
0.8906
Cross-validation details (10-fold Crossvalidation)
1483.2812
Cross-validation details (10-fold Crossvalidation)
0.0757
Cross-validation details (10-fold Crossvalidation)
0.18
Cross-validation details (10-fold Crossvalidation)
2000
Per class
Cross-validation details (10-fold Crossvalidation)
0.9361
Per class
Cross-validation details (10-fold Crossvalidation)
0.9015
Cross-validation details (10-fold Crossvalidation)
3.3219
Cross-validation details (10-fold Crossvalidation)
0.9015
Per class
Cross-validation details (10-fold Crossvalidation)
0.4204
Cross-validation details (10-fold Crossvalidation)
0.3
Cross-validation details (10-fold Crossvalidation)
0.1526
Cross-validation details (10-fold Crossvalidation)
0.5087
Cross-validation details (10-fold Crossvalidation)