首页    期刊浏览 2024年09月15日 星期日
登录注册

文章基本信息

  • 标题:Incremental Discriminant Analysis in Tensor Space
  • 本地全文:下载
  • 作者:Liu Chang ; Zhao Weidong ; Yan Tao
  • 期刊名称:Computational Intelligence and Neuroscience
  • 印刷版ISSN:1687-5265
  • 电子版ISSN:1687-5273
  • 出版年度:2015
  • 卷号:2015
  • DOI:10.1155/2015/587923
  • 出版社:Hindawi Publishing Corporation
  • 摘要:To study incremental machine learning in tensor space, this paper proposes incremental tensor discriminant analysis. The algorithm employs tensor representation to carry on discriminant analysis and combine incremental learning to alleviate the computational cost. This paper proves that the algorithm can be unified into the graph framework theoretically and analyzes the time and space complexity in detail. The experiments on facial image detection have shown that the algorithm not only achieves sound performance compared with other algorithms, but also reduces the computational issues apparently.
国家哲学社会科学文献中心版权所有