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An method of self-learning in adaptive text information filtering

  • Hui Ning*
  • , Ya Zhou Tan
  • , Zhi Iong Lv
  • , Yue Wu
  • , Li Gang Cui
  • , Chun Hua Wang
  • *Corresponding author for this work
  • College of Computer Science and Technology, Harbin Engineering University
  • School of Computer Science and Technology, Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

With the growing popularity of Internet and development, the amount of information on the Internet is beyond people's imagination. Information filtering is searching interesting information for user and shielding other useless information in dynamic information flow based on user's need of information. In this background, information filtration comes into being and becomes a very important branch in information processing field. Because text information is one of the most important forms of Internet information, this article focuses on text filtering processing. This paper mainly searches how to build user template more precisely, the template learning algorithm in filtering processing and adaptive threshold in adaptive information filtering processing based on vector space model. Adaptive learning is fulfilled through genetic optimization of feedback information. Updating user templates by data gained by adaptive learning helps adaptive filtering. According to the experimental result, this method has shielded the information sparsely of the pseudo-relevance feedback and the misleading of the feature ambiguity effectively to improve the filtering quality of the adaptive information filtering system.

Original languageEnglish
Title of host publicationISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics
Pages971-976
Number of pages6
DOIs
StatePublished - 2010
Externally publishedYes
Event3rd International Symposium on Systems and Control in Aeronautics and Astronautics, ISSCAA2010 - Harbin, China
Duration: 8 Jun 201010 Jun 2010

Publication series

NameISSCAA2010 - 3rd International Symposium on Systems and Control in Aeronautics and Astronautics

Conference

Conference3rd International Symposium on Systems and Control in Aeronautics and Astronautics, ISSCAA2010
Country/TerritoryChina
CityHarbin
Period8/06/1010/06/10

Keywords

  • Adaptive information filtering
  • Feedback information
  • Genetic optimization
  • User template

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