Decision table for classifying point sources based on FIRST and 2MASS databases
文献类型:期刊论文
作者 | Zhang, Yanxia![]() ![]() |
刊名 | ADVANCES IN SPACE RESEARCH
![]() |
出版日期 | 2008 |
卷号 | 41期号:12页码:1949-1954 |
关键词 | techniques : miscellaneous methods : statistical methods : data analysis astronomical data bases : miscellaneous catalogues feature selection |
英文摘要 | With the availability of multi-wavelength, multi-scale and multi-epoch astronomical catalogues, the number of features to describe astronomical objects has increases. The better features we select to classify objects, the higher the classification accuracy is. In this paper, we have used data sets of stars and quasars from near-infrared band and radio band. Then best-first search method was applied to select features. For the data with selected features, the algorithm of decision table was implemented. The classification accuracy is more than 95.9%. As a result, the feature selection method improves the effectiveness and efficiency of the classification method. Moreover the result shows that decision table is robust and effective for discrimination of celestial objects and used for preselecting quasar candidates for large survey projects. (C) 2007 COSPAR. Published by Elsevier Ltd. All rights reserved. |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000256719700001 |
源URL | [http://ir.bao.ac.cn/handle/114a11/7334] ![]() |
专题 | 国家天文台_光学天文研究部 |
作者单位 | CAS, Natl Astron Observ, Beijing 100012, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Yanxia,Zhao, Yongheng,Gao, Dan. Decision table for classifying point sources based on FIRST and 2MASS databases[J]. ADVANCES IN SPACE RESEARCH,2008,41(12):1949-1954. |
APA | Zhang, Yanxia,Zhao, Yongheng,&Gao, Dan.(2008).Decision table for classifying point sources based on FIRST and 2MASS databases.ADVANCES IN SPACE RESEARCH,41(12),1949-1954. |
MLA | Zhang, Yanxia,et al."Decision table for classifying point sources based on FIRST and 2MASS databases".ADVANCES IN SPACE RESEARCH 41.12(2008):1949-1954. |
入库方式: OAI收割
来源:国家天文台
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。