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OOB Errors for Random Forests — scikit-learn 1....
Record the OOB error for each `n_estimators=i` setting. oob_error...clf . oob_score_ error_rate [ label ] . append (( i , oob_error...scikit-learn.org/stable/auto_examples/ensemble/plot_ensemble_oob.html -
auto_examples_jupyter.zip
label=\"OOB loss\", color=oob_color, linestyle=oob_line)\nplt.plot(x,...line(x=oob_best_iter, color=oob_color, linestyle=oob_line)\n...scikit-learn.org/stable/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip -
Ensemble methods — scikit-learn 1.7.0 documenta...
Decision Trees OOB Errors for Random Forests OOB Errors for Random...scikit-learn.org/stable/auto_examples/ensemble/index.html -
Gradient Boosting Out-of-Bag estimates — scikit...
label = "OOB loss" , color = oob_color , linestyle = oob_line )...x = oob_best_iter , color = oob_color , linestyle = oob_line...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
GradientBoostingClassifier — scikit-learn 1.7.0...
oob_improvement_ ndarray of shape...relative to the previous iteration. oob_improvement_[0] is the improvement...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html -
ExtraTreesRegressor — scikit-learn 1.7.0 docume...
attribute exists only when oob_score is True. oob_prediction_ ndarray...= 0.0 , bootstrap = False , oob_score = False , n_jobs = None...scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesRegressor.html -
BaggingClassifier — scikit-learn 1.7.0 document...
attribute exists only when oob_score is True. oob_decision_function_...bootstrap_features = False , oob_score = False , warm_start =...scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingClassifier.html -
BaggingRegressor — scikit-learn 1.7.0 documenta...
attribute exists only when oob_score is True. oob_prediction_ ndarray...bootstrap_features = False , oob_score = False , warm_start =...scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingRegressor.html -
Permutation Importance vs Random Forest Feature...
0 bootstrap True oob_score False n_jobs None random_state...min_impurity_decrease 0.0 bootstrap True oob_score False n_jobs None random_state...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Version 0.14 — scikit-learn 1.7.0 documentation
improvement oob_improvement_ rather than the OOB score for model...example that shows how to use OOB estimates to select the number...scikit-learn.org/stable/whats_new/v0.14.html