DocumentCode
2323420
Title
Customized term weighting scheme for document classification1
Author
Benjamin, C.M.X. ; Woon, W.L. ; Wong, K.S.D.
Author_Institution
Malaysia Univ. of Sci. & Technol., Petaling Jaya
fYear
2008
fDate
13-15 May 2008
Firstpage
294
Lastpage
299
Abstract
In this paper, we introduce a novel method based on context awareness, semantic similarities and customized weights for different categories to improve keyword matching. The algorithm is able to weight terms by using category information and semantic relationships with WordNet as a lexical database. To demonstrate the usefulness of the approach, several tests are run comparing against other existing methods such as Salton, Glasgow and Balanced Term Weighting schemes.
Keywords
document handling; pattern classification; semantic Web; WordNet; category information; context awareness; customized term weighting scheme; document classification; keyword matching; lexical database; semantic relationships; semantic similarities; Context awareness; Databases; Frequency; Indexing; Information retrieval; Internet; Mathematics; Testing; Text analysis; Unsupervised learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer and Communication Engineering, 2008. ICCCE 2008. International Conference on
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4244-1691-2
Electronic_ISBN
978-1-4244-1692-9
Type
conf
DOI
10.1109/ICCCE.2008.4580615
Filename
4580615
Link To Document