Semantic text classification of emergent disease reports

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4702 LNAI, Issue , 2007, Pages 629-637

  Zhang, Yi ^a   Liu, Bing ^a  

^a University of Illinois at Chicago   (United States)

Author keywords

Semantic text classification

Indexed keywords

FEATURE EXTRACTION; INFORMATION RETRIEVAL; LEARNING SYSTEMS; MATHEMATICAL MODELS; SEMANTICS; TEXT PROCESSING;

SEMANTIC SENTENCE CLASSIFICATION; SEMANTIC TEXT CLASSIFICATION; SENTENCE SEMANTIC FEATURES;

CLASSIFICATION (OF INFORMATION);

EID: 38049166106     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74976-9_67     Document Type: Conference Paper

References (13)

1. Aizawa, A.: Linguistic techniques to improve the performance of automatic text categorization. NLPRS-01 (2001)
2. Furnkranz, J., Mitchell, T., Riloff, E.: A case study using linguistic phrases for text categorization on the WWW. In: AAAI-98 Workshop on Learning for Text Categorization
3. Hulth, A., Megyesi, B.: A Study on Automatically Extracted Keywords in Text Categorization. In: ACL-06 (2006)
4. Ko, Y., Park, J., Seo, J.: Improving text categorization using the importance of sentences. Info. Proc. and Manag. 40(1), 65-79 (2004)
5. Kudo, T., Matsumoto, Y.: A boosting algorithm for classification of semi-structured text. In: EMNLP-2004 (2004)
6. Li, C., Wen, J.-R., Li, H.: Text classification using stochastic keyword generation, In: ICML-03 (2003)
7. Lin, D., Pantel, P.: Discovery of Inference Rules for Question Answering. Nat. Lang. Eng. 7(4) (2001)
8. McCallum, A.: Bow: A toolkit for statistical language modeling, text retrieval, classification and clustering (1996), http://www.cs.cmu.edu/mccallum/ bow
9. Mihalcea, R., Hassan, S.: Using the essence of texts to improve document classification. In: RANLP-2005 (2005)
10. Moschitti, A., Basili, R.: Complex linguistic features for text classification: A comprehensive study. In: ECIR-04 (2004)
11. Sahlgren, M., Coster, R.: Using bag-of-concepts to improve the performance of support vector machines in text categorization. In: COLING 2004 (2004)
12. Sebastiani, F.: Machine learning in automated text categorization. ACM Computing Surveys 34(1), 1-47 (2002)
13. Yang, Y., Liu, X.: A re-examination of text categorization methods. In: SIGIR-99 (1999)