A new formulation of gradient boosting

In the setting of regression, the standard formulation of gradient boosting generates a sequence of improvements to a constant model. In this paper, we reformulate gradient boosting such that it is able to generate a sequence of improvements to a nonconstant model, which may contain prior knowledge...

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Main Authors: Wozniakowski, Alex, Thompson, Jane, Gu, Mile, Binder, Felix C.
其他作者: School of Physical and Mathematical Sciences
格式: Article
語言:English
出版: 2023
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在線閱讀:https://hdl.handle.net/10356/164179
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