DocumentCode
477724
Title
A Learning Algorithm of Fuzzy Cognitive Map in Document Classification
Author
Peng, Zhen ; Yang, Bingru ; Fang, Weiwei
Author_Institution
Dept. of Comput., Univ. of Sci. & Technol. Beijing, Beijing
Volume
1
fYear
2008
fDate
18-20 Oct. 2008
Firstpage
501
Lastpage
504
Abstract
As the amount of documents has grown enormously, effective classification method is becoming one of the key techniques to organize and query documents users want. The paper proposes a document classification method based fuzzy cognitive map (FCM) and introduces the FCM learning algorithm based Nonlinear Hebbian for document classification. Appropriate experiment demonstrates the efficacy of FCM in document classification.
Keywords
Hebbian learning; document handling; fuzzy set theory; pattern classification; document classification method; fuzzy cognitive map; learning algorithm; nonlinear Hebbian learning; Algorithm design and analysis; Concrete; Evolutionary computation; Feedback; Fuzzy cognitive maps; Fuzzy systems; Hebbian theory; Information science; Knowledge engineering; Performance analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location
Shandong
Print_ISBN
978-0-7695-3305-6
Type
conf
DOI
10.1109/FSKD.2008.45
Filename
4666028
Link To Document