中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Improved estimation of earth rotation parameters using the adaptive ridge regression

文献类型:期刊论文

作者Huang, CL; Jin, WJ
刊名EARTH MOON AND PLANETS
出版日期1998
卷号81期号:2页码:U26-143
关键词adaptive ridge regression astrometry data analysis Earth rotation parameters lunar laser ranging
英文摘要The multicollinearity among regression variables is a common phenomenon in the reduction of astronomical data. The phenomenon of multicollinearity and the diagnostic factors are introduced first. As a remedy, a new method, called adaptive ridge regression (ARR), which is an improved method of choosing the departure constant theta in ridge regression, is suggested and applied in a case that the Earth orientation parameters (EOP) are determined by lunar laser ranging (LLR). It is pointed out, via a diagnosis, the variance inflation factors (VIFs), that there exists serious multicollinearity among the regression variables. It is shown that the ARR method is effective in reducing the multicollinearity and makes the regression coefficients more stable than that of using ordinary least squares estimation (LS), especially when there is serious multicollinearity.
WOS标题词Science & Technology ; Physical Sciences
类目[WOS]Astronomy & Astrophysics ; Geosciences, Multidisciplinary
研究领域[WOS]Astronomy & Astrophysics ; Geology
收录类别SCI
语种英语
WOS记录号WOS:000085730100003
公开日期2010-07-30
源URL[http://119.78.226.72//handle/331011/10296]  
专题上海天文台_天文地球动力学研究中心
作者单位1.Chinese Acad Sinica, Shanghai Astron Observ, Shanghai 200030, Peoples R China
2.Chinese Acad Sinica, Natl Astron Observ, Shanghai 200030, Peoples R China
推荐引用方式
GB/T 7714
Huang, CL,Jin, WJ. Improved estimation of earth rotation parameters using the adaptive ridge regression[J]. EARTH MOON AND PLANETS,1998,81(2):U26-143.
APA Huang, CL,&Jin, WJ.(1998).Improved estimation of earth rotation parameters using the adaptive ridge regression.EARTH MOON AND PLANETS,81(2),U26-143.
MLA Huang, CL,et al."Improved estimation of earth rotation parameters using the adaptive ridge regression".EARTH MOON AND PLANETS 81.2(1998):U26-143.

入库方式: OAI收割

来源:上海天文台

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