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一种基于标签概率相关性的微博推荐方法

张迪 马慧芳 贾俊杰 余丽

计算机工程与科学2017,Vol.39Issue(9):1742-1748,7.
计算机工程与科学2017,Vol.39Issue(9):1742-1748,7.DOI:10.3969/j.issn.1007-130X.2017.09.022

一种基于标签概率相关性的微博推荐方法

A microblog recommendation method based on label probability correlation

张迪 1马慧芳 1贾俊杰 1余丽1

作者信息

  • 1. 西北师范大学计算机科学与工程学院,甘肃兰州730070
  • 折叠

摘要

Abstract

In order to improve users' experience,it is necessary to recommend valuable and interesting contents for users.We propose a label probability correlation based microblog recommendation method (LPCMR)via analyzing microblog features and the deficiencies of existing microblog recommendation algorithms.Firstly,our method takes advantage of the probability correlation between tags to construct the label similarity matrix.Then the weight of the tag for each user is enhanced based on the relevance weighting scheme,and the user tag matrix is constructed.The matrix is updated using the label similarity matrix,which contains both the user interest information and the relationship between tags.Experimental results show that the algorithm is effective in microblog recommendation.

关键词

概率相关性/微博推荐/用户-标签矩阵/标签权重

Key words

probability correlation/microblog recommendation/user-label matrix/label weight

分类

信息技术与安全科学

引用本文复制引用

张迪,马慧芳,贾俊杰,余丽..一种基于标签概率相关性的微博推荐方法[J].计算机工程与科学,2017,39(9):1742-1748,7.

基金项目

国家自然科学基金(61163039,61363058) (61163039,61363058)

甘肃省杰出青年基金(1308RJDA007) (1308RJDA007)

甘肃省青年科技基金(145RJYA259,1606RJYA269) (145RJYA259,1606RJYA269)

甘肃省自然科学研究基金(145RJZA232) (145RJZA232)

中国科学院计算技术研究所智能信息处理重点实验室开放基金(IIP2014-4) (IIP2014-4)

计算机工程与科学

OA北大核心CSCDCSTPCD

1007-130X

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