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Plots, Transformations, and Regression
An Introduction to Graphical Methods of Diagnostic Regression Analysis
9780198533719
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Description
`Repression diagnostics are a collection of methods used to find (diagnose) unusual features in a regression problem. `Although informal diagnostics have a long and respectable history, it is only in the last fifteen years or so that they have been systematically studied. Atkinson has been one of the key players in this area, with several important papers dating from the early 1970s. The book clearly builds on much of that earlier work, but it is not intended as a research monograph, but as an introduction and guide to using diagnostics as a practical part of regression analysis. Both researchstatisticians and users of statistics should find this book generally both interesting and accessible. `A major strength of this book is Atkinsons decision to present only a subset of diagnostic methods that have been suggested in the literature, rather than giving the reader a menu of possibilities to choose from. In a field with few underlying principles and much that requires experience and practice, the reader who is new to the area can only benefit from learning a reasonably coherent collection of methods. From a review by Sanford Weisberg, University of Minnesota.
Product Details
83802
9780198533719
9780198533719
Data sheet
- Publication date
- 1987
- Issue number
- 1
- Cover
- paperback
- Pages count
- 296
- Dimensions (mm)
- 154 x 232
- Weight (g)
- 462
- Introduction; The algebra of deletion; Diagnostic quantities; The presentation of results; Diagnostic plots for explanatory variables; Transformations and constructed variables; Transformations for percentages and proportions; Other constructed variables; The power transformation with shifted location; Further diagnostic quantities; Goodness of link tests; Further problems, other analyses; Appendix; References; Index.
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