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基于耦合关系的加权Slope One算法

沈学利 张莹

计算机应用研究2017,Vol.34Issue(12):3704-3707,4.
计算机应用研究2017,Vol.34Issue(12):3704-3707,4.DOI:10.3969/j.issn.1001-3695.2017.12.042

基于耦合关系的加权Slope One算法

Weighted Slope One algorithm based on coupling relationship

沈学利 1张莹2

作者信息

  • 1. 辽宁工程技术大学电子与信息工程学院,辽宁葫芦岛125105
  • 2. 辽宁工程技术大学研究生院,辽宁葫芦岛125105
  • 折叠

摘要

Abstract

Slope One algorithm is a kind of collaborative filtering recommendation algorithm based on the item,it considers the coupling relationship between the attributes and the attributes of the project is not enough.Based on this,this paper proposed a weighted Slope One algorithm based on coupling relationship.The algorithm constructed the item properties coupling model and user attributes coupling relationship model,taking the user similarity and item coupling of weighted similarity of Slope One algorithm was improved.Validated on MovieLens dataset show that this algorithm has higher accuracy of recommendation.

关键词

协同过滤/Slope One算法/项目耦合相似度/用户耦合相似度

Key words

collaborative filtering/Slope One algorithm/item coupled similarity/user coupled similarity

分类

信息技术与安全科学

引用本文复制引用

沈学利,张莹..基于耦合关系的加权Slope One算法[J].计算机应用研究,2017,34(12):3704-3707,4.

基金项目

国家青年科学基金资助项目(61003162) (61003162)

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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