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Plots, Transformations, and Regression: An Introduction to Graphical Methods of Diagnostic Regression Analysis Oxford Statistical Science Series



Plots, Transformations, and Regression: An Introduction to Graphical Methods of Diagnostic Regression Analysis Oxford Statistical Science Series
This handbook introduces readers to regression diagnostic analysis, a technique used in applied statistics. It covers methods for detecting outliers and inadequate models, transforming variables in an equation, and advanced topics such as generalized linear models. The book is heavily illustrated with examples and presents up-to-date research findings. more details
Key Features:
  • Introduction to regression diagnostic analysis: The book provides a comprehensive overview of regression diagnostic analysis, including its purpose, techniques, and applications.
  • Methods for detecting outliers and inadequate models: Readers will learn how to identify outliers and assess the adequacy of their regression models using various diagnostic techniques.
  • Variable transformation: The handbook covers methods for transforming variables in a regression equation, including logarithmic, polynomial, and interaction transformations.


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Features
Author A. C. Atkinson
Format Softcover
ISBN 9780198533719
Publisher Oxford University Press, Usa
Manufacturer Oxford University Press, Usa
Description
This handbook introduces readers to regression diagnostic analysis, a technique used in applied statistics. It covers methods for detecting outliers and inadequate models, transforming variables in an equation, and advanced topics such as generalized linear models. The book is heavily illustrated with examples and presents up-to-date research findings.

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.
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