Knowledge Commons of Institute of Automation,CAS
A study on the outlier mining system for LAMOST spectra | |
Zhang Ji-fu; Cai Jiang-hui | |
发表期刊 | SPECTROSCOPY AND SPECTRAL ANALYSIS |
2007-03-01 | |
卷号 | 27期号:3页码:606-609 |
文章类型 | Article |
摘要 | To find unknown celestial bodies is one of main goals in mankind's universe exploration, and outlier mining is a kind of effective way of finding unknown celestial bodies from mass spectrum data. In the present work, using VC++ and Oracle9i as development tools, an outlier mining system for star spectra is designed and realized, and its software architecture and function modules are outlined. At the same time, the system's key components such as star spectrum data preprocessing based on median filters, clustering of star spectrum data based on distance, outlier mining of star spectrum data based on distance support and three-dimensional visualization of star spectrum outlier based on PCA, are elaborated. The preliminary experimental results, based on SDSS star spectrum data show that the system is workable for outlier mining of celestial. body spectrum data, and a new kind of effective way of finding unknown and peculiar celestial body spectrum data. |
关键词 | Celestial Body Spectrum Data Outliers Clustering Distance Support |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | AUTO-EXTRACTION |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Spectroscopy |
WOS类目 | Spectroscopy |
WOS记录号 | WOS:000245492100048 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9422 |
专题 | 09年以前成果 |
作者单位 | 1.Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang Ji-fu,Cai Jiang-hui. A study on the outlier mining system for LAMOST spectra[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS,2007,27(3):606-609. |
APA | Zhang Ji-fu,&Cai Jiang-hui.(2007).A study on the outlier mining system for LAMOST spectra.SPECTROSCOPY AND SPECTRAL ANALYSIS,27(3),606-609. |
MLA | Zhang Ji-fu,et al."A study on the outlier mining system for LAMOST spectra".SPECTROSCOPY AND SPECTRAL ANALYSIS 27.3(2007):606-609. |
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