Linear programming boosting by column and row generation

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

2 被引用数 (Scopus)

抄録

We propose a new boosting algorithm based on a linear programming formulation. Our algorithm can take advantage of the sparsity of the solution of the underlying optimization problem. In preliminary experiments, our algorithm outperforms a state-of-the-art LP solver and LPBoost especially when the solution is given by a small set of relevant hypotheses and support vectors.

本文言語英語
ホスト出版物のタイトルDiscovery Science - 12th International Conference, DS 2009, Proceedings
ページ401-408
ページ数8
DOI
出版ステータス出版済み - 2009
イベント12th International Conference on Discovery Science, DS 2009 - Porto, ポルトガル
継続期間: 10 3 200910 5 2009

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
5808 LNAI
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

その他

その他12th International Conference on Discovery Science, DS 2009
Countryポルトガル
CityPorto
Period10/3/0910/5/09

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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