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语义推荐算法研究综述

黄震华 张佳雯 张波 喻剑 向阳 黄德双

电子学报2016,Vol.44Issue(9):2262-2275,14.
电子学报2016,Vol.44Issue(9):2262-2275,14.DOI:10.3969/j.issn.0372-2112.2016.09.035

语义推荐算法研究综述

Survey of Semantics-Based Recommendation Algorithms

黄震华 1张佳雯 1张波 2喻剑 1向阳 1黄德双1

作者信息

  • 1. 同济大学电子与信息工程学院,上海201804
  • 2. 上海师范大学信息与机电工程学院,上海200234
  • 折叠

摘要

Abstract

Semantics-based recommendation technology has recently received a lot of attention in information services community.Compared with traditional recommendation algorithms,semantics-based recommendation algorithms have the marked advantages in the aspects of real-timing,robustness and recommendation quality.From the status and progress of do-mestic and foreign research,we summarize the following four aspects:semantics-based content recommendation algorithms, semantics-based collaborative filtering recommendation algorithms,semantics-based hybrid recommendation algorithms,and semantics-based social recommendation algorithms.And this paper is expected to provide a worthwhile reference for relevant researchers by detailedly analyzing semantics-based recommendation algorithms.Finally,we show readers the challenges and future research directions in this field.

关键词

语义/推荐算法/内容推荐/协同过滤推荐/混合推荐/社会化推荐

Key words

semantics/recommendation algorithm/content recommendation/collaborative filtering recommenda-tion/hybrid recommendation/social recommendation

分类

信息技术与安全科学

引用本文复制引用

黄震华,张佳雯,张波,喻剑,向阳,黄德双..语义推荐算法研究综述[J].电子学报,2016,44(9):2262-2275,14.

基金项目

国家自然科学基金(No.61272268);上海市青年科技启明星计划(No.15QA1403900);教育部新世纪优秀人才支持计划(No.NCET-12-0413);国家973课题(No.2014CB340404);霍英东基金应用类课题(No.142002);同济大学中央高校基本科研业务费专项资金 ()

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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