A new formulation of gradient boosting

• المؤلفون الرئيسيون: Wozniakowski, Alex, Thompson, Jane, Gu, Mile, Binder, Felix C.
• مؤلفون آخرون: School of Physical and Mathematical Sciences
• التنسيق: مقال
• اللغة: English
• منشور في: 2023
• الموضوعات: Science::Physics; Multi-Target Regression; Ensemble Learning
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/164179
• المؤسسة: Nanyang Technological University

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...