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Adjusting the bootstrap in Random Forest

timvink.nl · published 15 June 2022

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https://www.stat.berkeley.edu/~breiman/randomforest2001.pdf
stat.berkeley.edu
https://scikit-learn.org/stable/modules/ensemble.html
scikit-learn.org
https://statistics.berkeley.edu/sites/default/files/tech-reports/666.pdf
statistics.berkeley.edu
https://stats.stackexchange.com/questions/88980/why-on-average-does-each-bootstrap-sample-contain-roughly-two-thirds-of-observat?lq=1
stats.stackexchange.com
https://uc-r.github.io/bootstrapping
uc-r.github.io
https://scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_auc_score.html
scikit-learn.org
https://scikit-learn.org/stable/modules/generated/sklearn.metrics.balanced_accuracy_score.html
scikit-learn.org
https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.html
scikit-learn.org
https://github.com/timvink/experiment-balanced-bootstrapping
github.com
https://en.wikipedia.org/wiki/Stratified_sampling
en.wikipedia.org
https://xgboost.readthedocs.io/en/latest/
xgboost.readthedocs.io
https://arxiv.org/abs/1710.05381
arxiv.org
https://www.scikit-yb.org/en/latest/api/classifier/threshold.html
scikit-yb.org
https://scikit-lego.readthedocs.io/en/latest/meta.html
scikit-lego.readthedocs.io
https://imbalanced-learn.readthedocs.io/en/stable/generated/imblearn.ensemble.BalancedRandomForestClassifier.html
imbalanced-learn.readthedocs.io
https://imbalanced-learn.readthedocs.io/en/stable/
imbalanced-learn.readthedocs.io
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