Sensitivity Analysis in Linear Regression - Samprit Chatterjee
Автор: | Samprit Chatterjee |
Издательство: | John Wiley & Sons Limited |
Серия: | |
Жанр произведения: | Математика |
Год издания: | 0 |
isbn: | 9780470317426 |
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.