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作者:

Liu, Yang (Liu, Yang.) | Zhang, Guijuan (Zhang, Guijuan.) | Jin, Xiaoning (Jin, Xiaoning.) | Yuan, Haifeng (Yuan, Haifeng.)

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摘要:

The great progress in recommendation system help users discover more interesting items that satisfy their appetites. Considering the video recommendation is an increasing popular sub-field of recommendation, but the traditional recommendation techniques such as Collaborative Filtering and Content-based model simply exploit one information source that limits its performance. In this paper, we proposed a Multi-info fusion based recommendation system which integrates several different information sources to comprehensively model the similarity between videos. The information sources including the common user-item rating data and video's textual content that consists of video's genres and textual description. Experimental results on a public dataset show that the proposed system is of high quality and achieves significant improvements over the traditional Collaborative Filtering techniques.

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作者机构:

  • [ 1 ] [Liu, Yang]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 2 ] [Zhang, Guijuan]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 3 ] [Jin, Xiaoning]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 4 ] [Yuan, Haifeng]Renmin Univ China, Sch Informat, Beijing, Peoples R China

通讯作者信息:

  • [Liu, Yang]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China

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来源 :

2019 3RD INTERNATIONAL CONFERENCE ON MACHINE VISION AND INFORMATION TECHNOLOGY (CMVIT 2019)

ISSN: 1742-6588

年份: 2019

卷: 1229

语种: 英文

被引次数:

WoS核心集被引频次: 3

SCOPUS被引频次: 5

ESI高被引论文在榜: 0 展开所有

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