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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 | |
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. |
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