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《Computer Engineering》 2006-12
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A Personalization Recommendation Method Based on Fuzzy Cluster

ZHANG Haiyan1,GU Feng1,JIANG Lihong2(1.Institute of Mathematics and Computer,Ningxia University,Yinchuan 750021;2.Department of Computer Science and Engineering,Shanghai Jiaotong University,Shanghai 200030)  
This paper presents a new recommendation method,which combines the similar relation in attributes and characters of items to user-based collaborative filtering recommendation algorithm by fuzzy clustering algorithm.The method transforms the users' preferences of single item to similar groups,which forms the dense preferences of users-fuzzy cluster.Then this method predicts item ratings that users have not rated by the similarity of items in similar groups.Finally this method realizes the user-based collaborative filtering recommendation algorithm based on the above steps.The experimental results show that this method can provide better recommendation results than traditional user-based collaborative filtering recommendation algorithm.
【CateGory Index】: TP393.092
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Chinese Journal Full-text Database 2 Hits
1 Wen Huiping;Users' Fuzzy Clustering Individuation Recommendation Algorithm[J];Computer & Digital Engineering;2008-02
2 ;Collaborative Filtering Recommendation Based on Fuzzy Clustering and Item Smoothing[J];Journal of Information;2007-07
Chinese Journal Full-text Database 2 Hits
1 MA Jun 1,\ SHAO Lu 2 1(Department of Computer Science, Shandong University, Ji'nan 250100, China); 2(Shandong Medicine Industry Institute, Ji'nan 250100, China);An Optimal Algorithm for Fuzzy Classification Problem[J];Journal of Software;2001-04
2 DENG Ai-Lin1,2+, ZHU Yang-Yong1, SHI Bai-Le1 1(Department of Computer and Information Technology, Fudan University, Shanghai 200433, China) 2(Shanghai Telecom Technology Research Institute, Shanghai 200122, China);A Collaborative Filtering Recommendation Algorithm Based on Item Rating Prediction[J];Journal of Software;2003-09
Chinese Journal Full-text Database 10 Hits
1 XU Jian-chao WANG Hong-mei (School of Computer Science and Engineering,Changchun University of Technology,Changchun 130012,China);Improvement on Correlation Similar Collaborative Filtering Algorithm[J];Journal of Jilin University(Information Science Edition);2008-01
2 YANG Fan1,2,JIANG Jian-guo1 (1.Xidian University, Xi'an 710071,China;2.Shanxi University of Technology,Hanzhong 723003,China);Research on Electronic Business Implicit Recommendation Technology Based on Pages of Consumer-preferred[J];Computer Knowledge and Technology;2008-11
3 WU Ting,XIONG Qian-xing,HE Xi-chun(Department of Computer Science and Technology,Wuhan University of Technology,Wuhan 430063,China);Collabrative Filtering Recommendation Based on Users' Feature and Users' Drifting Interest[J];Computer Knowledge and Technology;2008-34
4 CHEN Zhi? gang, MENG Jian? bo, LI Liang? xi (Institute of Process Automation and Instruments, Chongqing University, Chognqing 400044, China);Study and Implementation of Digital Flame Image Inspect System for Power Plant Boiler[J];Journal of Chongqing University(Natural Science Edition);2003-02
5 LIU Yang(School of Computer and Communication Engineering,Liaoning University of Petroleum & Chemical Technology,Fushun Liaoning 113001,P.R.China);A Kind of Adaptive Recommend System Based on Collaborative Filtering Technology[J];Journal of Liaoning University of Petroleum & Chemical Technology;2007-03
6 YANG Lu-hua, WANG Wen-yuan, HAN Zhen-zhong Agricultural University of Hebei, Baoding 071000, China; Wuhan University, Wuhan 430072, China; China Irrigation & Drainage Development Center, Beijing 100073, China;Application of Fuzzy Cluster to Agricultural Water Saving Zoning[J];Journal of Irrigation and Drainage;2003-05
7 CHEN Chun-ming1,XU Yi-feng2(1.Library,Guilin University of Electronic Technology,Guilin 541004,China;2.Department of Information and Electronics Engineering,Quzhou College,Quzhou 324000,China);An Improved Method of Calculating Similarity in Collaborative Filtering[J];Journal of Guilin University of Electronic Technology;2009-03
8 TAN Zhen-hua1,WANG He1,CHENG Wei1,CHANG Gui-ran2(1.School of Software,Northeastern University,Shenyang 110004,China;2.Computing Center,Northeastern University,Shenyang 110004,China.);A Distributed Trust Model for P2P Overlay Networks Based on Correlativity of Communication History[J];Journal of Northeastern University(Natural Science);2009-09
9 ZHAO Xiao-yu,HUANG Xiao-yuan,CAO Zhong-peng(School of Business Administration,Northeastern University,Shenyang 110004,China);Improved Collaborative Filtering Recommendation Based on Customers' Transaction Data[J];Journal of Northeastern University(Natural Science);2009-12
10 Gao Min Wu Zhongfu(College of Computer Science,Chongqing University,Chongqing 400044,China);Personalized context and item based collaborative filtering recommendation[J];Journal of Southeast University(Natural Science Edition);2009-S1
Chinese Journal Full-text Database 10 Hits
1 SUN Duo(Department of Computer Science and Technology,Yangzhou University,Yangzhou 225002,China);An clustering and optimized collaborative filtering recommendation based on interest measure[J];Journal of Anhui University(Natural Sciences);2007-05
2 HAO Xiao-li,CHEN Hou-jin,CAI Bai-gen,LI Jie(School of Electronics and Information Engineering,Beijing Jiaotong University,Beijing 100044,China);An Algorithm of Occupants Detection Based on Face Detection and Fuzzy ART[J];Journal of Beijing Jiaotong University;2007-05
3 ZUO Wei~1,LI Bo~2(1.Presentation Arts School,Communication University of China,Beijing100024,China;)2.Computer & Software School,Communication University of China,Beijing100024,China);Using XML in Text Processing and Implementaion[J];Journal of Communication University of China(Science and Technology);2006-04
4 CHU Hong-yan CAO Quan-jun FEI Ren-yuan (College of Mechanical Engineering and Applied Electronics Technology,Beijing University of Technology,Beijing 100022,China);Production Scheduling Research for Workshop Based on Manufacturing Cell[J];Journal of Beijing University of Technology;2006-08
5 Wan Zhiqiang Yang Chao Li Zhengneng (School of Aeronautic Science and Technology, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Application of hybrid genetic algorithm in aeroelastic multidisciplinary optimization[J];Journal of Beijing University of Aeronautics and Astronautics;2004-12
6 Zhu Lijun(E-Commerce Technology R&D Center,Institute of Software,Chinese Academy of Sciences,Beijing 100080,China)Chen Qian(School of Software,Beijing University of Aeronautics and Astronautics,Beijing 100083,China)Liu Hui Huang Xiaoyun(School of Management&Economics,Beijing Institute of Technology,Beijing 100081,China);Ontology based resource management platform design and implementation[J];Journal of Beijing University of Aeronautics and Astronautics;2005-11
7 Chen Qingxin Li Xinjun Wan Min(School of Mechanical Engineering and Automation,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Construction of case-based knowledge base for aircraft sheet metal forming[J];Journal of Beijing University of Aeronautics and Astronautics;2006-06
8 CHENG Guang-yao~(1,2),\ SUN Hou-fang~1,\ LEI He-gong~1,\ CI Jian-ping~1 (1.School of Mechanical and Vehicular Engineering, Beijing Institute of Technology, Beijing 100081, China; 2.North China Institute of Technology, Taiyuan, Shanxi 030008, China);Fuzzy Synthetic Estimation of Multi-Process Planning Schemes in CAPP[J];Journal of Beijing Institute of Technology;2004-03
9 WANG Ji-hui,ZHAO Zhuo-ning (Dept.of E-commercial Affairs,CUIT,Chengdu 610225,China);Design of E-commerce website's Personalized Recommendation System based on Agricultural logistics[J];Journal of Chengdu University of Information Technology;2007-S1
10 AN Zi-qiang~1,ZHAO Jun-feng~2(1.Xinxiang Normal College,Xinxiang 453000,Henan,China;2.Zhengzhou Institute of Aeronautical Industry Management,Zhengzhou 450015,Henan,China);XML Parse and Application Based on Dom[J];Journal of Chengde Petroleum College;2006-04
【Secondary References】
Chinese Journal Full-text Database 6 Hits
1 CAO Yi~1 LUO Xin-xing~2(1.Hunan Institute of Technology,Hengyang 421101,China;2.School of Business Central South University,Changsha 410083,China);Research on Recommending System of Primary Technologies in E-commerce[J];Journal of Xiangnan University;2008-05
2 FANG Hui1,TAN Jian-rong1,TAN Ying2,FENG Yi-xiong1(1.State Key Lab of CAD & CG,Zhejiang University,Hangzhou 310027,China;2.School of Manufacturing Science & Engineering,Sichuan University,Chengdu 610065,China);Manufacturing information active recommendation based on Web services[J];Computer Integrated Manufacturing Systems;2008-11
3 GUAN Qing-gui,YIN Guo-fu,HU Xiao-bing,YIN Xing-yun(School of Manufacturing Sci.and Eng.Sichuan Univ.,Chengdu 610065,China);Design Knowledge Description and Discovery Based on Pattern Language[J];Journal of Sichuan University(Engineering Science Edition);2008-06
4 CUI Fang1,SHI Jian2(1.Information Department of Xijing Hospital, the Fourth Military Medical University,Xi'an 710032,Shaanxi Province,China; 2.Library of the Fourth Military Medical University,Xi'an 710032,Shaanxi Province,China);Key Web personal information service technologies[J];Chinese Journal of Medical Library and Information Science;2009-03
5 Shi Jian Liu Hongying (Library,Fourth Military Medical University,Xi'an 710033,China);Study on Technologies of the Web Personalized Information Service[J];Journal of Modern Information;2009-05
6 LIU Hong-ying,Library of Xijing Hospital,the Fourth Military Medical University,Xi'an 710032,China;FENG Dong,Faculty Department of Xijing Hospital the Fourth Military Medical University,Xi'an 710032,China;Discussion and Analysis on Personalized Knowledge Service Technology in Digital Libraries[J];Journal of Medical Informatics;2009-12
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