Plots, Transformations, and Regression: An Introduction to Graphical Methods of Diagnostic Regression Analysis

ISBN-13: 9780198533719 / Angielski / Miękka / 1987 / 296 str.

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Opis

This handbook provides a detailed, down-to-earth introduction to regression diagnostic analysis, a technique of growing importance for work in applied statistics. Heavily illustrated, with numerous examples to illuminate the discussion, this timely volume outlines methods for regression models, stressing detection of outliers and inadequate models; describes the transformation of variables in an equation, particularly the response; and considers such advanced topics as generalized linear models. A useful guide that combines lucid explanations with up-to-date research findings.

Recenzje

'An unusually actual and application oriented monograph on an important subject, which has not yet been covered sufficiently by adequate books. In his very comprehensive and illustrative mode of presentation the author gives a lively presentation of classical and new extremely useful methods of checking models and the data to which they are fitted.' Statistics

Spis treści

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.