SIA OpenIR  > 数字工厂研究室
A collaborative filtering recommendation algorithm based on biclustering
Wang JS(汪家升); Song H(宋宏); Zhou XF(周晓锋)
作者部门数字工厂研究室
会议名称2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER)
会议日期June 8-12, 2015
会议地点Shenyang, China
会议录名称2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER)
出版者IEEE
出版地Piscataway, NJ, USA
2015
页码803-807
收录类别EI ; CPCI(ISTP)
EI收录号20161402187759
WOS记录号WOS:000380502300153
产权排序1
ISSN号2379-7711
ISBN号978-1-4799-8730-6
关键词Collaborative Filtering Recommender System Biclustering Data Sparsity
摘要Collaborative filtering has been widely used in many fields such as movie recommendation and e-commerce. However, there are still some problems such as data sparsity which restrict its further development. To address the data sparsity problem we proposed a novel collaborative filtering recommendation algorithm based on biclustering. Firstly, we use biclustering algorithm simultaneous clustering of the rows and columns of the rating matrix to generate biclusters, then the missing data can be smoothed by using the information of the biclusters. Secondly, a weighted matrix is introduced to distinguish between the original data and the smoothing data. Lastly, the active user's neighbors can be found based on the new similarity we proposed, and the recommendation to the active user is produced. The experiment results are offered, which show that the algorithm we presented can alleviate the data sparsity problem and improve the quality of the recommendation.
语种英语
引用统计
文献类型会议论文
条目标识符http://ir.sia.cn/handle/173321/17356
专题数字工厂研究室
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing, China
2.Key Laboratory of Network Control System, Chinese Academy of Sciences, Shenyang, China
3.Shenyang Institute of Automation, Chinese Academy of Sciences, Key Laboratory of Network Control System, Chinese Academy of Sciences, Shenyang, China
推荐引用方式
GB/T 7714
Wang JS,Song H,Zhou XF. A collaborative filtering recommendation algorithm based on biclustering[C]. Piscataway, NJ, USA:IEEE,2015:803-807.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
A collaborative filt(110KB)会议论文 开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Wang JS(汪家升)]的文章
[Song H(宋宏)]的文章
[Zhou XF(周晓锋)]的文章
百度学术
百度学术中相似的文章
[Wang JS(汪家升)]的文章
[Song H(宋宏)]的文章
[Zhou XF(周晓锋)]的文章
必应学术
必应学术中相似的文章
[Wang JS(汪家升)]的文章
[Song H(宋宏)]的文章
[Zhou XF(周晓锋)]的文章
相关权益政策
暂无数据
收藏/分享
文件名: A collaborative filtering recommendation algorithm based on biclustering.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。