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作者:

Sun, Lin (Sun, Lin.) | Zhong, Ning (Zhong, Ning.) | Xu, Jiucheng (Xu, Jiucheng.)

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摘要:

Granular computing is a general computing paradigm of problem solving for effectively using granules in problem solving. From the viewpoint of granularity, this paper presents a new granular computing data cycle model in which information granule construction, granular space, information granule operations, and knowledge acquisition approach are proposed respectively. To do a more user oriented way, a multi-strategies model, namely, Base-Level learning strategy, user interest retention strategy, and starting point strategy, introduces to unify search and reasoning for effective problem solving. Then, we discuss granularity-based unification using three strategies mentioned above and show three-levels of granularity from human problem solving to a wide variety of user needs satisfied. Furthermore, on the basis of user-centric multi-strategies and granular information processing, we develop a conceptual framework of granularity-based knowledge retrieval model, which enlarges the application areas of granular computing. © 2013 ACADEMY PUBLISHER.

关键词:

Granulation Information granules Learning systems Granular computing

作者机构:

  • [ 1 ] [Sun, Lin]International WIC Institute, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Sun, Lin]College of Computer and Information Engineering, Henan Normal University, Xinxiang 453007, China
  • [ 3 ] [Zhong, Ning]International WIC Institute, Beijing University of Technology, Beijing 100124, China
  • [ 4 ] [Xu, Jiucheng]College of Computer and Information Engineering, Henan Normal University, Xinxiang 453007, China

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来源 :

Journal of Computers (Finland)

ISSN: 1796-203X

年份: 2013

期: 8

卷: 8

页码: 2101-2109

ESI学科: COMPUTER SCIENCE;

被引次数:

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SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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