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Proceedings Paper

Improvement and analysis of ID3 algorithm in decision-making tree
Author(s): Xiao-Lan Xie; Zhen Long; Wen-Qi Liao
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Paper Abstract

For the cooperative system under development, it needs to use the spatial analysis and relative technology concerning data mining in order to carry out the detection of the subject conflict and redundancy, while the ID3 algorithm is an important data mining. Due to the traditional ID3 algorithm in the decision-making tree towards the log part is rather complicated, this paper obtained a new computational formula of information gain through the optimization of algorithm of the log part. During the experiment contrast and theoretical analysis, it is found that IID3 (Improved ID3 Algorithm) algorithm owns higher calculation efficiency and accuracy and thus worth popularizing.

Paper Details

Date Published: 9 December 2015
PDF: 7 pages
Proc. SPIE 9808, International Conference on Intelligent Earth Observing and Applications 2015, 98083E (9 December 2015); doi: 10.1117/12.2222194
Show Author Affiliations
Xiao-Lan Xie, Guilin Univ. of Technology (China)
Zhen Long, Guilin Univ. of Technology (China)
Wen-Qi Liao, Guilin Univ. of Technology (China)

Published in SPIE Proceedings Vol. 9808:
International Conference on Intelligent Earth Observing and Applications 2015
Guoqing Zhou; Chuanli Kang, Editor(s)

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