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Robust regression and outlier detection

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Robust regression and outlier detection

Robust regression and outlier detection

- Collection Wiley Series in Probability and Statistics

344 pages, parution le 14/11/2003

Résumé

The Wiley-Interscience Paperback Series consists of selected books that have been made more accessible to consumers in an effort to increase global appeal and general circulation. With these new unabridged softcover volumes, Wiley hopes to extend the lives of these works by making them available to future generations of statisticians, mathematicians, and scientists.

The writing style is clear and informal, and much of the discussion is oriented to application. In short, the book is a keeper.

Mathematical Geology

I would highly recommend the addition of this book to the libraries of both students and professionals. It is a useful textbook for the graduate student, because it emphasizes both the philosophy and practice of robustness in regression settings, and it provides excellent examples of precise, logical proofs of theorems. . . .Even for those who are familiar with robustness, the book will be a good reference because it consolidates the research in high-breakdown affine equivariant estimators and includes an extensive bibliography in robust regression, outlier diagnostics, and related methods. The aim of this book, the authors tell us, is 'to make robust regression available for everyday statistical practice.' Rousseeuw and Leroy have included all of the necessary ingredients to make this happen.

Journal of the American Statistical Association

Contents

  • Introduction
  • Simple Regression
  • Multiple Regression
  • The Special Case of One-Dimensional Location
  • Algorithms
  • Outlier Diagnostics
  • Related Statistical Techniques
  • References
  • Table of Data Sets
  • Index

L'auteur Peter J. Rousseeuw

Peter J. Rousseeuw, PhD, is Professor in the Department of Mathematics and Computer Science at the University of Antwerp in Belgium.

Caractéristiques techniques du livre "Robust regression and outlier detection"

  PAPIER
Éditeur(s) Wiley
Auteur(s) Peter J. Rousseeuw, Annick M. Leroy
Collection Wiley Series in Probability and Statistics
Parution 14/11/2003
Nb. de pages 344
Format 15 x 23
Couverture Broché
Poids 435g
Intérieur Noir et Blanc
EAN13 9780471488552
ISBN13 978-0-471-48855-2
Sélection de Noël

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