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Status已发表Published
TitleiJADE web-miner: An intelligent agent framework for Internet shopping
Creator
Date Issued2004
Source PublicationIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
ISSN1041-4347
Volume16Issue:4Pages:461-473
Abstract

There is growing interest in using intelligent software agents for a variety of tasks, including navigating and retrieving information from the Internet and from databases, online shopping activities, user authentication, negotiation for resources, and decision making. This paper proposes an integrated framework for information retrieval and information filtering in the context of Internet shopping. The work focuses on applying agent technology, together with Web mining technology, to automate a series of product search and selection activities. It is based on a multiagent development platform, namely, iJADE (Intelligent Java Agent Development Environment), which supports various e-commerce applications. The framework comprises an automatic facial authentication utility and six other modules, namely, customer requirements definition, a requirement-fuzzification scheme, a fuzzy agents-negotiation scheme, a fuzzy product-selection scheme, a product-defuzzification scheme, and a product-evaluation scheme. A series of experiments were carried out and favorable results were produced in executing the framework. From an experimental point of view, we used a database of 1,020 facial,images that were obtained under various conditions of facial expression, viewing perspective and size. An overall correct recognition rate of over 85 percent was attained. For the product selection test of our fuzzy shopper system, an average matching rate of more than 81 percent was achieved.

KeywordiJADE Web miner Web mining visual data mining e-commerce intelligent agents
DOI10.1109/TKDE.2004.1269670
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000220258300007
Scopus ID2-s2.0-2142817169
Citation statistics
Cited Times:14[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/7824
CollectionResearch outside affiliated institution
Corresponding AuthorLee, Raymond S.T.
Affiliation
Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
Recommended Citation
GB/T 7714
Lee, Raymond S.T.,Liu, James Nga Kwok. iJADE web-miner: An intelligent agent framework for Internet shopping[J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2004, 16(4): 461-473.
APA Lee, Raymond S.T., & Liu, James Nga Kwok. (2004). iJADE web-miner: An intelligent agent framework for Internet shopping. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 16(4), 461-473.
MLA Lee, Raymond S.T.,et al."iJADE web-miner: An intelligent agent framework for Internet shopping". IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 16.4(2004): 461-473.
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