Condensed-gradient boosting

Published: 22 Jul 2024, Last Modified: 15 Apr 2026OpenReview Archive Direct UploadEveryoneRevisionsCC BY 4.0
Abstract: This paper introduces an efficient Gradient Boosting variant for multi-class classification and multi-output regression. By using multi-output regressors, it treats multi-class problems as a single task, reducing computational cost. Results show a strong balance between accuracy and efficiency compared to existing methods.
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