A new text classification method based on HMM-SVM

ISCIT 2007 - 2007 International Symposium on Communications and Information Technologies Proceedings

Volumn , Issue , 2007, Pages 1516-1519

  Wang, Jing ^a   Yao, Yong ^b   Liu, ZhiJing ^b  

^a XIDIAN UNIVERSITY   (China)

^b NONE

Author keywords

Feature extraction; Hidden Markov model; Support vector machine; Text classification

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; CLASSIFICATION (OF INFORMATION); DECISION SUPPORT SYSTEMS; HIDDEN MARKOV MODELS; IMAGE RETRIEVAL; INFORMATION MANAGEMENT; INFORMATION TECHNOLOGY; KNOWLEDGE MANAGEMENT; LEARNING SYSTEMS; MARKOV PROCESSES; SEARCH ENGINES; SUPPORT VECTOR MACHINES; VECTORS;

EXPERIMENTAL RESULTS; FEATURE EXTRACTORS; FEATURE VECTOR (FV); HIDDEN MARKOV MODEL (HMM); HIGH PRECISION; INTERNATIONAL SYMPOSIUM; NEW APPROACHES; NEW METHODS; RESEARCH AREA (RA); SUPPORT VECTOR MACHINE (SVM); TEXT CLASSIFICATION (TC);

TEXT PROCESSING;

EID: 46749083499     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISCIT.2007.4392256     Document Type: Conference Paper

References (8)

1. DOU SHEN, YAN CONG, JIAN-TAO SUN, et al, "STUDIES ON CHINESE WEB PAGE CLASSIFICATION", Proceeding of the Second International Conference on Machine Learning and Cybernetics, Xi'an, pp. 23-27,2-5 November 2003.
2. V.vapnik, "The Nature of Statistical Learning Theory [M]", Springer, New York. 1995.
3. Tobias Scheffer, Christian Decomain, Stefan Wrobel, "Active Hidden Markov Models for Information Extraction", Springer-Verlag Berlin Heidelberg, pp.309-318, 2001.
4. Michael Doumpos, Constantin Zopounidis, Vassiliki Golfnopoulou, "Additive Support Vector Machines for Pattern Classification", IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS-PART B:CYBERNETICS, VOL.37, NO.3, pp.540-550, JUNE 2007.
5. Weimin Xue, Hong Bao, Weitong Huang et al, "Web Page Classification Based on SVM", Proceedings of the 6th World Congress on Intelligent, Control and Automation, pp.6111-6114, June 21-23, 2006.
6. th Convention of Electrical and Electronics Engineers in Israel, pp. 376-380, 2006.
7. Jianjun Ye, Hongxun Yao, Feng Jiang, "Based on HMM and SVM Multilayer Architecture Classifier for Chinese Sign Language Recognition with Large Vocabulary", IEEE Proceedings of the Third International Conference on Image and Graphixd (ICIG'04), 2004.
8. Jia-qi Zou, Guo-long Chen, Wen-zhong Guo, "Chinese Web page Classification Using Noise-tolerant Support Vector Machines", Proceeding of NLP-KE'05, pp.785-790, 2005.