Adaptive Base Class Boost for Multi-class Classification

Details Adaptive Base Class Boost for Multi-class Classification Adaptive Base Class Boost for Multi-class Classification

2008-11-08

arxiv.org/abs/0811.1250v1

Computer Science

Learning

Scientific paper

We develop the concept of ABC-Boost (Adaptive Base Class Boost) for multi-class classification and present ABC-MART, a concrete implementation of ABC-Boost. The original MART (Multiple Additive Regression Trees) algorithm has been very successful in large-scale applications. For binary classification, ABC-MART recovers MART. For multi-class classification, ABC-MART considerably improves MART, as evaluated on several public data sets.

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