ZhiningLiu1998 / imbalanced-ensemble

🛠️ Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库
https://imbalanced-ensemble.readthedocs.io
MIT License
326 stars 51 forks source link

ENH add early_termination control for boosting-based methods #7

Closed ZhiningLiu1998 closed 2 years ago

ZhiningLiu1998 commented 2 years ago

The early termination in sklearn.ensemble.AdaBoostClassifier may be too strict under certain scenarios (only 1 base classifier is trained), which greatly hinders the performance of boosting-based ensemble imbalanced learning methods.

It should make more sense to add a parameter that allows the user to decide whether to enable strict early termination.

ZhiningLiu1998 commented 2 years ago

@all-contributors please add @ZhiningLiu1998 for the code and ideas

allcontributors[bot] commented 2 years ago

@ZhiningLiu1998

I've put up a pull request to add @ZhiningLiu1998! :tada: