New Fuzzy Decision Tree Model for Text Classification
作者： Ben Abdessalam Wahiba , Ben El Fadhl Ahmed
DOI: 10.1007/978-3-319-26690-9_28
关键词:
摘要: In this paper, a supervised automatic text documents classification using the fuzzy decision trees technique is proposed. Whatever algorithm used in trees, there must be criterion for choice of discriminating attribute at nodes to partition. For two heuristics are usually select node field heuristic that has not yet been tested. This paper tested heuristic.
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Mark A. Hall, Ian H. Witten, Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques ,(1999)
C.Z. Janikow, K. Kawa, Fuzzy decision tree FID north american fuzzy information processing society. pp. 379- 384 ,(2005) , 10.1109/NAFIPS.2005.1548565
Yufei Yuan, Michael J. Shaw, Induction of fuzzy decision trees Fuzzy Sets and Systems. ,vol. 69, pp. 125- 139 ,(1995) , 10.1016/0165-0114(94)00229-Z
Xizhao Wang, Bin Chen, Guoliang Qian, Feng Ye, On the optimization of fuzzy decision trees Fuzzy Sets and Systems. ,vol. 112, pp. 117- 125 ,(2000) , 10.1016/S0165-0114(97)00386-2
Ana Cardoso-Cachopo, Arlindo L. Oliveira, Semi-supervised single-label text categorization using centroid-based classifiers Proceedings of the 2007 ACM symposium on Applied computing - SAC '07. pp. 844- 851 ,(2007) , 10.1145/1244002.1244189
Fabrizio Sebastiani, Machine learning in automated text categorization ACM Computing Surveys. ,vol. 34, pp. 1- 47 ,(2002) , 10.1145/505282.505283
J.R. Quinlan, Induction of Decision Trees Machine Learning. ,vol. 1, pp. 81- 106 ,(1986) , 10.1023/A:1022643204877
Yu Wang, Zheng-Ou Wang, Text categorization rule extraction based on fuzzy decision tree international conference on machine learning and cybernetics. ,vol. 4, pp. 2122- 2127 ,(2005) , 10.1109/ICMLC.2005.1527296
Yiming Yang, Jan O. Pedersen, A Comparative Study on Feature Selection in Text Categorization international conference on machine learning. pp. 412- 420 ,(1997)