Gradient Boosting Machine with Partially Randomized Decision Trees

The gradient boosting machine is a powerful ensemble-based machine learning method for solving regression problems. However, one of the difficulties of its using is a possible discontinuity of the regression function, which arises when regions of training data are not densely covered by training poi...

Full description

Bibliographic Details
Main Authors: Andrei Konstantinov, Lev Utkin, Vladimir Muliukha
Format: Article
Language:English
Published: FRUCT 2021-01-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
Online Access:https://www.fruct.org/publications/fruct28/files/Kon.pdf