DocumentCode :
1752983
Title :
The Intelligent Recommendation System Based on Amended Rating Matrix in TTP
Author :
You, Zhongbin ; Sun, Yiwei ; Chen, Yue ; Zhang, Ying ; Zhu, Yangyong
Author_Institution :
Dept. of Comput. & Inf. Technol., Fudan Univ., Shanghai
Volume :
1
fYear :
0
fDate :
0-0 0
Firstpage :
4302
Lastpage :
4306
Abstract :
As an important technology transfer media, technology transfer platform (TTP) is being paid extensive attention. Collaborative filtering recommendation method is one of the important recommendation strategies, and is also the most successful one ever applied till now. Traditional collaborative filtering methods, unavoidably, are puzzled by the problem of "data-sparsity"; and in this paper, the intelligent recommendation system is brought forward to settle the problem. The system firstly acquires user\´s implicit degree-of-interest through analysing Web log; and then combines the implicit degree-of-interest and the explicit rating matrix. On the basis of mixed rating matrix, semantic classifying information is imported to decrease the rating matrix\´s dimensions and thus further improve the precision of collaborative recommendation. After collaborative recommendation amended, we propose a novel architecture of intelligent recommendation system in TTP. The system has achieved expected effect as it is shown in an experiment
Keywords :
Internet; information filtering; information filters; knowledge based systems; technology transfer; Web log; amended rating matrix; collaborative filtering recommendation; data-sparsity; intelligent recommendation system; semantic classifying information; technology transfer media; technology transfer platform; Collaboration; Collaborative work; Information filtering; Information filters; Information technology; Intelligent systems; Space technology; Sun; Technology management; Technology transfer; Collaborative Filtering; Implicit Rating; Intelligent Recommendation System; Semantic Classifying; Technology Transfer Platform (TTP);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
Type :
conf
DOI :
10.1109/WCICA.2006.1713187
Filename :
1713187
Link To Document :
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