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
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)