DocumentCode
2481901
Title
Study on electronic commerce recommendation system by CBR and AIS
Author
Chang, Chunguang ; Zhu, Yunlong ; Guo, Haifeng ; Zhou, Xiaoming
Author_Institution
Adv. Manuf. Technol. Lab., Chinese Acad. of Sci., Shenyang
fYear
2008
fDate
25-27 June 2008
Firstpage
2110
Lastpage
2114
Abstract
To improve the performance of electronic commerce recommendation system (ECRS), the system implement frame by case-based reasoning (CBR) and artificial immune system (AIS) is proposed. The inner mechanism of AIS is analyzed, in leaning subsystem of ECRS, the AIS implement cycles such as antigen identifying, initial antibody population generating, affinity calculating, clone selecting, population updating and so on are studied. The key techniques of CBR for reasoning subsystem of ECRS such as case representation, case retrieval, case adaptation and case maintenance are introduced. The ECRS is tested by history record information of some Website, the result demonstrates that both the recommendation accuracy and reasoning response velocity are improved, the ECRS frame based on CBR and AIS is a potent one.
Keywords
Internet; artificial immune systems; case-based reasoning; electronic commerce; information retrieval; Web site; affinity calculation; antigen identification; artificial immune system; case adaptation; case maintenance; case representation; case retrieval; case-based reasoning; clone selection; electronic commerce recommendation system; initial antibody population generation; leaning subsystem; population updating; Artificial immune systems; Biology computing; Electronic commerce; Filtering; Immune system; Laboratories; Manufacturing automation; Pattern recognition; Real time systems; Stability; Artificial immune system; cased-based reasoning; electronic commerce; recommendation system;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location
Chongqing
Print_ISBN
978-1-4244-2113-8
Electronic_ISBN
978-1-4244-2114-5
Type
conf
DOI
10.1109/WCICA.2008.4593249
Filename
4593249
Link To Document