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2008 International Conference on Computational Intelligence and Security
A New Feature Extraction Approach Based on Sentence Element Analysis
December 13-December 17
ISBN: 978-0-7695-3508-1
| ASCII Text | x | ||
| Chuangxin Yang, Hong Peng, Jiabing Wang, "A New Feature Extraction Approach Based on Sentence Element Analysis," 2012 Eighth International Conference on Computational Intelligence and Security, vol. 1, pp. 90-95, 2008 International Conference on Computational Intelligence and Security, 2008. | |||
| BibTex | x | ||
| @article{ 10.1109/CIS.2008.37, author = {Chuangxin Yang and Hong Peng and Jiabing Wang}, title = {A New Feature Extraction Approach Based on Sentence Element Analysis}, journal ={2012 Eighth International Conference on Computational Intelligence and Security}, volume = {1}, year = {2008}, isbn = {978-0-7695-3508-1}, pages = {90-95}, doi = {http://doi.ieeecomputersociety.org/10.1109/CIS.2008.37}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - 2012 Eighth International Conference on Computational Intelligence and Security TI - A New Feature Extraction Approach Based on Sentence Element Analysis SN - 978-0-7695-3508-1 SP90 EP95 A1 - Chuangxin Yang, A1 - Hong Peng, A1 - Jiabing Wang, PY - 2008 VL - 1 JA - 2012 Eighth International Conference on Computational Intelligence and Security ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/CIS.2008.37
Considering that each sentence element of a sentence or clause plays an important role in describing case and (or) object in documents, a feature extraction method based on sentence element is proposed in this paper. The method can extract feature terms from documents effectively and weight them accurately. It first extracts sentence elements from dependency relationships, and then selects and weights the terms according to the sentence elements. Experimental results on a public dataset prove the feasibility of our approach and demonstrate its advantage to feature extraction method based on part of speech.
Citation:
Chuangxin Yang, Hong Peng, Jiabing Wang, "A New Feature Extraction Approach Based on Sentence Element Analysis," cis, vol. 1, pp.90-95, 2008 International Conference on Computational Intelligence and Security, 2008
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