Investigation on AQ11, ID3 and the principle of discernibility matrix
文献类型：期刊论文
| 作者 | Wang, J ; Cui, J; Zhao, K
|
| 刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
 |
| 出版日期 | 2001 |
| 卷号 | 16期号:1页码:1-12 |
| 关键词 | rough set theory principle of discernibility matrix inductive machine learning |
| 英文摘要 | 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. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Hardware & Architecture ; Computer Science, Software Engineering |
| 研究领域[WOS] | Computer Science |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000166801900001 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9821]  |
| 专题 | 自动化研究所_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. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。