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
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;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Shandong
Print_ISBN :
978-0-7695-3305-6
DOI :
10.1109/FSKD.2008.45