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Comparison of F-test and mutual information — s...
univariate F-tests statistics and mutual information. As F-test captures...( 1000 ) f_test , _ = f_regression ( X , y ) f_test /= np . max...scikit-learn.org/stable/auto_examples/feature_selection/plot_f_test_vs_mi.html -
Train error vs Test error — scikit-learn 1.4.2 ...
X_test , y_train , y_test = train_test_split ( X ,...)) test_errors . append ( enet . score ( X_test , y_test )) i_alpha_optim...scikit-learn.org/stable/auto_examples/model_selection/plot_train_error_vs_test_error.html -
Test with permutations the significance of a cl...
Permutation test score Next, we calculate the permutation_test_score...us if you use the software. Test with permutations the significance...scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html -
Model selection: choosing estimators and their ...
X_digits [ test ], y_digits [ test ]) ... for train , test in k_fold..., y_train ) . score ( X_test , y_test )) >>> print ( scores )...scikit-learn.org/stable/tutorial/statistical_inference/model_selection.html -
Model Selection — scikit-learn 1.4.2 documentation
(ROC) Nested versus non-nested cross-validation Nested versus...Train error vs Test error Train error vs Test error Underfitting...scikit-learn.org/stable/auto_examples/model_selection/index.html -
sklearn.model_selection.KFold — scikit-learn 1....
estimates Nested versus non-nested cross-validation Nested versus...Provides train/test indices to split data in train/test sets. Split...scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html -
sklearn.model_selection.TimeSeriesSplit — sciki...
in train/test sets. In each split, test indices must be...n_splits=5, test_size=None) >>> for i , ( train_index , test_index...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html -
sklearn.model_selection.ShuffleSplit — scikit-l...
print ( f " Test: index= { test_index } " ) Fold 0: Train:...4] Test: index=[5 2] Fold 1: Train: index=[4 0 2 5] Test: index=[1...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ShuffleSplit.html -
sklearn.neighbors.NearestCentroid — scikit-lear...
with test samples classified to the class...classification on an array of test vectors X . score (X, y[, sample_weight])...scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html -
sklearn.naive_bayes.MultinomialNB — scikit-lear...
classification of text documents Out-of-core classification of text documents...classification on an array of test vectors X. predict_joint_log_proba...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html