Tutorial series on brain-inspired computing part 6: Geometrical structure of boosting algorithm

Takafumi Kanamori, Takashi Takenouchi, Noboru Murata

研究成果: Article査読

1 被引用数 (Scopus)

抄録

In this article, several boosting methods are discussed, which are notable implementations of the ensemble learning. Starting from the firstly introduced "boosting by filter" which is an embodiment of the proverb "Two heads are better than one", more advanced versions of boosting methods "AdaBoost" and "U-Boost" are introduced. A geometrical structure and some statistical properties such as consistency and robustness of boosting algorithms are discussed, and then simulation studies are presented for confirming discussed behaviors of algorithms.

本文言語English
ページ(範囲)117-141
ページ数25
ジャーナルNew Generation Computing
25
1
DOI
出版ステータスPublished - 2007 1 24

ASJC Scopus subject areas

  • Software
  • Theoretical Computer Science
  • Hardware and Architecture
  • Computer Networks and Communications

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