Investigation on AQ11, ID3 and the principle of discernibility matrix

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	Investigation on AQ11, ID3 and the principle of discernibility matrix
	Wang, J; Cui, J; Zhao, K
发表期刊	JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
	2001
卷号	16 期号:1 页码:1-12
文章类型	Article
摘要	The principle of discernibility matrix serves as a tool to discuss and analyze two algorithms of traditional inductive machine learning, AQ11 and ID3. The results are: (1) AQ11 and its family can be completely specified by the principle of discernibility matrix; (2) ID3 can be partly, but not naturally, specified by the principle of discernibility matrix; and (3) The principle of discernibility matrix is employed to analyze Cendrowska sample set, and it shows the weaknesses of knowledge representation style of decision tree in theory.
关键词	Rough Set Theory Principle Of Discernibility Matrix Inductive Machine Learning
WOS标题词	Science & Technology ; Technology
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号	WOS:000166801900001
引用统计	被引频次：71[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/9821
专题	09年以前成果
作者单位	Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Wang, J,Cui, J,Zhao, K. Investigation on AQ11, ID3 and the principle of discernibility matrix[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2001,16(1):1-12.
APA	Wang, J,Cui, J,&Zhao, K.(2001).Investigation on AQ11, ID3 and the principle of discernibility matrix.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,16(1),1-12.
MLA	Wang, J,et al."Investigation on AQ11, ID3 and the principle of discernibility matrix".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 16.1(2001):1-12.