An improved ID3 decision tree algorithm

Proceedings of 2009 4th International Conference on Computer Science and Education, ICCSE 2009

Volumn , Issue , 2009, Pages 127-130

  Chen, Jin ^a   Luo, De Lin ^a   Mu, Fen Xiang ^b  

^a XIAMEN UNIVERSITY   (China)

^b Qingdao Huanghai Vocational College   (China)

Author keywords

Association function(AF); Data mining; Decision tree; ID3; Variety bias

Indexed keywords

ALGORITHMS; COMPUTER SCIENCE; DECISION TREES; EDUCATION COMPUTING;

ASSOCIATION FUNCTION(AF); ASSOCIATION FUNCTIONS; BASIC IDEA; DECISION-TREE ALGORITHM; ID3; ID3 ALGORITHM; MODEL CLASSIFICATION; VARIETY BIAS;

DATA MINING;

EID: 70350501393     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. I. H. Witten, E. Frank, Data Mining Practical Machine Learning Tools and Techniques, China Machine Press, 2006.
2. Y. T. Zhang, L. Gong, Principles of Data Mining and Technology, Publishing House of Electronics Industry.
3. D. Jiang, Information Theory and Coding [M]: Science and Technology of China University Press, 2001.
4. S. F. Chen, Z. Q. Chen, Artificial intelligence in knowledge engineering [M]. Nanjing: Nanjing University Press, 1997.
5. Z. Z. Shi, Senior Artificial Intelligence [M]. Beijing: Science Press, 1998.
6. M. Zhu, Data Mining [M]. Hefei: China University of Science and Technology Press ,2002.67-72.
7. A. P. Engelbrecht., A new pruning heuristic based on variance analysis of sensitivity information[J]. IEEE Trans on Neural Networks, 2001, 12(6): 1386-1399.
8. N. Kwad, C. H. Choi, Input feature selection for classification problem [J],IEEE Trans on Neural Networks, 2002,13(1): 143-159.
9. X. J. Li, P. Wang, Rule extraction based on data dimensionality reduction using RBF neural networks [A]. ICON IP2001 Proceedings, 8th International Conference on Neural Information Processing [C]. Shanghai, China, 2001.149-153.
10. S. L. Han, H. Zhang, H. P. Zhou, correlation function based on decision tree classification algorithm for computer application in November 200.
11. S. Y. Zhang, Z. Y. Zhu, Study on decision tree algorithm based on autocorrelation function. Systems Engineering and Electronic Jul. 2005 Vol.27 No.7.