DocumentCode :
3016585
Title :
Fuzzy cluster descriptors improve flexible organization of documents
Author :
Nogueira, T.M. ; Rezende, Solange O. ; Camargo, H.A.
Author_Institution :
Inst. of Math. & Comput. Sci., Univ. of Sao Paulo, Sao Paulo, Brazil
fYear :
2012
fDate :
27-29 Nov. 2012
Firstpage :
616
Lastpage :
621
Abstract :
System flexibility means the ability of a system to manage imprecise and/or uncertain information. There are two ways to address the Information Retrieval Systems (IRS) flexibility: through methods that improve the query formulation and through methods that improve the document organization. Since the query formulation has obtained more attention in retrieval process, we aim to investigate the flexibility in document organization. When a document organization is carried out using fuzzy clustering, the documents can belong to more than one cluster simultaneously with different membership degrees, allowing the management of imprecise and/or uncertain information in the collection organization. Clusters represent topics and are identified by one or more descriptors. In this work we use an unsupervised method to extract cluster descriptors for a specific database and investigate whether the quality of the fuzzy cluster descriptors improves the flexible organization of documents.
Keywords :
document handling; fuzzy set theory; pattern clustering; query formulation; unsupervised learning; IRS flexibility; document organization; flexible organization; fuzzy cluster descriptors; fuzzy clustering; information retrieval systems flexibiltiy; membership degrees; query formulation; system flexibility; unsupervised method; Clustering algorithms; Consumer electronics; Electronic publishing; Humans; Information retrieval; Keyboards; Organizations; documents; flexible organization; fuzzy clustering; information retrieval;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on
Conference_Location :
Kochi
ISSN :
2164-7143
Print_ISBN :
978-1-4673-5117-1
Type :
conf
DOI :
10.1109/ISDA.2012.6416608
Filename :
6416608
Link To Document :
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