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Plane Answers to Complex Questions (3rd Ed., Softcover reprint of hardcover 3rd ed. 2002) The Theory of Linear Models Springer Texts in Statistics Series

Langue : Anglais

Auteur :

Couverture de l’ouvrage Plane Answers to Complex Questions
This textbook provides a wide-ranging introduction to the use and theory of linear models for analyzing data. The authors emphasis is on providing a unified treatment of linear models, including analysis of variance models and regression models, based on projections, orthogonality, and other vector space ideas. Every chapter comes with numerous exercises and examples that make it ideal for a graduate- level course. All of the standard topics are covered in depth. In addition, the book covers topics that are not usually treated at this level, but which are important in their own right. The author, Ronald Christensen, is a Professor of Statistics at the University of New Mexico.
Introduction * Estimation * Testing Hypotheses * One-Way ANOVA * Multiple Comparison Techniques * Regression Analysis * Multifactor Analysis of Variance * Experimental Design Models * Analysis of Covariance * Estimation and Testing in General Gauss-Markov Models * Split Plot Models * Mixed Models and Variance Components * Checking Assumptions, Residuals, and Influential Observations * Variable Selection and Collinearity
From the reviews of the third edition:"This well-written and interesting book can serve as a textbook for a graduate-level course in linear model theory and its applications, and as a reference book for a wide range of definitions and results associated with particular linear models." Journal of the American Statistical Assoc."The following quotations are taken from the (same) reviewer's comments on the second edition (Short Book Reviews, Vol.17/1, April 1997, p.4): The book "retains its fairly mathematical character... The writing style is inviting... friendly and affable... The computing aspects of regression are de-emphasized and the text leans more towards well-prepared students." All are still true, and I once again recommend the book for the indicated target audience." ISI Short Book Reviews, Vol. 22/3, 2002"This book with the unusual title has been quite popular because of its lucid treatment. What I like most about the book is that many important observations have been made in an entertaining manner. ... In this edition the idea of identifiability has rightly been given more emphasis than estimability, which sets this book apart from most other books on linear models. ... I have always regarded this book as a must-read for serious users of linear models. The third edition makes it even better.' (Debasis Sengupta, Sankhya, Vol. 65 (4), 2003)"This is the third edition of a popular textbook in general linear models aimed at graduate students. ... The appealing features of this book lie in its projection-based dogma and its thought-provoking conversational prose. It continues to serve as an authoritative, well-written, polished linear models text that is useful both as a reference and as a graduate course text." (Robert Lund, Journal of the American Statistical Association, Vol. 98 (463), September, 2003)"The book 'retains its fairly mathematical character. The writing style is inviting, friendly and affable. The computing aspects of regression are de-emphasized

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Ouvrage de 476 p.

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94,90 €

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Ouvrage de 500 p.

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