Journal of shanghai Jiaotong University (Science) ›› 2015, Vol. 20 ›› Issue (1): 44-50.doi: 10.1007/s12204-015-1586-y
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WANG Fei (王飞), LI Cai-hong* (李彩虹), WANG Jing-shan (王景山),XU Jiao (徐娇), LI Lian (李廉)
Online:
2015-02-28
Published:
2015-03-10
Contact:
LI Cai-hong (李彩虹)
E-mail:lich6013@lzu.edu.cn
CLC Number:
WANG Fei (王飞), LI Cai-hong* (李彩虹), WANG Jing-shan (王景山),XU Jiao (徐娇), LI Lian (李廉). A Two-Stage Feature Selection Method for Text Categorization by Using Category Correlation Degree and Latent Semantic Indexing[J]. Journal of shanghai Jiaotong University (Science), 2015, 20(1): 44-50.
[1] | Uguz H. A two-stage feature selection method for text categorization by using information gain, principal component analysis and genetic algorithm [J].Knowledge-Based Systems, 2011, 24: 1024-1032. |
[2] | Forman G. An extensive empirical study of feature selection metrics for text classification [J]. Journalof Machine Learning Research, 2003, 3: 1289-1305. |
[3] | Huang X H, Ye Y M, Du X L, et al. Short text clustering with expandingkeywords through concept graph [J]. Journal of Computational Information Systems,2013, 9(21): 8649-8657. |
[4] | Jiang J Y, Liou R J, Lee S J. A fuzzy selfconstructing feature clustering algorithm for text classification [J]. IEEE Transactions on Knowledge and Data Engineering, 2011, 23(3): 335-349. |
[5] | Meng J N, Lin H F. A two-stage feature selection method for text categorization [C]//Seventh International Conference on Fuzzy Systems and Knowledge Discovery. [s.l.]: IEEE, 2010: 1492-1496. |
[6] | Song Q B, Ni J J,Wang G T. A fast clustering-based feature subset selection algorithm for high-dimensional data [J]. IEEE Transactions on Knowledge and Data Engineering, 2013, 25(1): 1-14. |
[7] | Uysal A K, Gunal S. A novel probabilistic feature selection method for text classification [J]. Knowledge-Based Systems, 2012, 36: 226-235. |
[8] | Wu D, Zhang Y P, Wang X. Feature reduction methods for text classification [J]. Journal of Computational Information Systems, 2008, 4(2): 495-502. |
[9] | Meng J N, Lin H F, Yu Y H. A two-stage feature selection method for text categorization [J]. Computers and Mathematics with Applications, 2011, 62: 2793-2800. |
[10] | Shima K, Todoriki M, Suzuki A. SVM-based feature selection of latent semantic features [J]. Pattern Recognition Letters, 2004, 25: 1051-1057. |
[11] | Song W, Parks C. Genetic algorithm for text clustering based on latent semantic indexing [J]. Computers and Mathematics with Applications, 2009, 57: 1901-1907. |
[12] | Li X F, Tian X D. Two steps features selection andsupport vector machines for Web page text categorization[J]. Journal of Computational Information Systems,2008, 4(1): 133-138. |
[13] | Zhao Z, Wang L, Liu H, et al. On similarity preserving feature selection [J]. IEEE Transactions on Knowledge and Data Engineering, 2013, 25(3): 619-632. |
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