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» LDA-based keyword selection in text categorization
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ISCIS
2005
Springer
13 years 10 months ago
Text Categorization with Class-Based and Corpus-Based Keyword Selection
Abstract. In this paper, we examine the use of keywords in text categorization with SVM. In contrast to the usual belief, we reveal that using keywords instead of all words yields ...
Arzucan Özgür, Levent Özgür, T...
ISCIS
2009
Springer
13 years 11 months ago
LDA-based keyword selection in text categorization
Serafettin Tasci, Tunga Gungor
SAC
2008
ACM
13 years 4 months ago
An efficient feature ranking measure for text categorization
A major obstacle that decreases the performance of text classifiers is the extremely high dimensionality of text data. To reduce the dimension, a number of approaches based on rou...
Songbo Tan, Yuefen Wang, Xueqi Cheng
WWW
2006
ACM
14 years 5 months ago
Large-scale text categorization by batch mode active learning
Large-scale text categorization is an important research topic for Web data mining. One of the challenges in large-scale text categorization is how to reduce the amount of human e...
Steven C. H. Hoi, Rong Jin, Michael R. Lyu
SAC
2003
ACM
13 years 10 months ago
Supervised Term Weighting for Automated Text Categorization
The construction of a text classifier usually involves (i) a phase of term selection, in which the most relevant terms for the classification task are identified, (ii) a phase ...
Franca Debole, Fabrizio Sebastiani