Samprit Chatterjee & Ali S. Hadi 
Sensitivity Analysis in Linear Regression [PDF ebook] 

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Treats linear regression diagnostics as a tool for application of linear regression models to real-life data. Presentation makes extensive use of examples to illustrate theory. Assesses the effect of measurement errors on the estimated coefficients, which is not accounted for in a standard least squares estimate but is important where regression coefficients are used to apportion effects due to different variables. Also assesses qualitatively and numerically the robustness of the regression fit.

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表中的内容

The Prediction Matrix.
Role of Variables in a Regression Equation.
Effects of an Observation on a Regression Equation.
Assessing the Influence of Multiple Observations.
Joint Impact of a Variable and an Observation.
Assessing the Effect of Errors of Measurements.
A Study of Model Sensitivity by the Generalized Linear Model Approach.
Computational Considerations.
Appendix: Summary of Vector and Matrix Norms, Proofs of Three Theorems.
Refernces.
Index.

关于作者

SAMPRIT CHATTERJEE, Ph D, is Professor Emeritus of Statistics at New York University. A Fellow of the American Statistical Association, Dr. Chatterjee has been a Fulbright scholar in both Kazhakstan and Mongolia. He is the coauthor of Sensitivity Analysis in Linear Regression and A Casebook for a First Course in Statistics and Data Analysis, both published by Wiley.
ALI S. HADI, Ph D, is a Distinguished University Professor and former vice provost at the American University in Cairo (AUC). He is the founding Director of the Actuarial Science Program at AUC. He is also a Stephen H. Weiss Presidential Fellow and Professor Emeritus at Cornell University. Dr. Hadi is the author of four other books, a Fellow of the American Statistical Association, and an elected Member of the International Statistical Institute.

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语言 英语 ● 格式 PDF ● 网页 316 ● ISBN 9780470317426 ● 文件大小 10.8 MB ● 出版者 John Wiley & Sons ● 发布时间 2009 ● 版 1 ● 下载 24 个月 ● 货币 EUR ● ID 2316168 ● 复制保护 Adobe DRM
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