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  • 标题:Hierarchical Text Classification with Latent Concepts
  • 本地全文:下载
  • 作者:Xipeng Qiu ; Xuanjing Huang ; Zhao Liu
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2011
  • 卷号:2011
  • 出版社:ACL Anthology
  • 摘要:Recently, hierarchical text classification has become an active research topic. The essential idea is that the descendant classes can share the information of the ancestor classes in a predefined taxonomy. In this paper, we claim that each class has several latent concepts and its subclasses share information with these different concepts respectively. Then, we propose a variant Passive-Aggressive (PA) algorithm for hierarchical text classification with latent concepts. Experimental results show that the performance of our algorithm is competitive with the recently proposed hierarchical classification algorithms.
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