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Regression Diagnostics

Identifying Influential Data and Sources of Collinearity
Book Hero Magic crafted this summary to help describe this book. While it's new and still learning, it may not be perfect - your feedback is welcome! Summary
Regression Diagnostics by David A. Belsley, Edwin Kuh, and Roy E. Welsch explores methods to identify and evaluate problems encountered in regression analysis, ensuring the reliability and accuracy of statistical models. It offers insights into the identification of data anomalies, the assessment of multicollinearity, and the detection of influential data points that can skew results. This book is a useful resource for enhancing the interpretative power of regression analyses in various scientific and technical fields.
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Book Hero Magic created this recommendation. While it's new and still learning, it may not be perfect - your feedback is welcome! IS THIS YOUR NEXT READ?

You might enjoy this book if you are interested in understanding the intricacies of statistical modelling and how to identify issues within regression analysis. This book may appeal to those who appreciate a comprehensive approach to diagnosing problems such as multicollinearity and heteroscedasticity in order to improve the reliability of their statistical models.

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Provides practicing statisticians and econometricians with fresh tools for assessing quality and reliability of regression estimates.

Book Hero Magic formatted this description to make it easier to read. While it's new and still learning, it may not be perfect - your feedback is welcome! Description

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 title of the book more or less sums up the contents. It appears to me to represent a real breakthrough in the art of dealing in β€˜unconventional’ data. . . . I found the whole book both readable and enjoyable. It is suitable for data analysts, academic statisticians, and professional software writers."
–Journal of the Royal Statistical Society

"The book assumes a working knowledge of all of the principal results and techniques used in least squares multiple regression, as expressed in vector and matrix notation. Given this background, the book is clear and easy to use. . . . The techniques are illustrated in great detail with practical data sets from econometrics."
–Short Book Reviews, International Statistical Institute

Regression Diagnostics: Identifying Influential Data and Sources of Collinearity provides practicing statisticians and econometricians with new tools for assessing quality and reliability of regression estimates. Diagnostic techniques are developed that aid in the systematic location of data points that are unusual or inordinately influential; measure the presence and intensity of collinear relations among the regression data; and help to identify variables involved in each and pinpoint estimated coefficients potentially most adversely affected. The book emphasizes diagnostics and includes suggestions for remedial action.

Series: Wiley Series in Probability and Statistics

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Book Hero Magic summarised reviews for this book. While it's new and still learning, it may not be perfect - your feedback is welcome! HOW HAS THIS BEEN REVIEWED?

Regression Diagnostics by David A. Belsley, Edwin Kuh, and Roy E. Welsch is well-regarded for its insightful exploration of diagnostic techniques in regression analysis. Reviewers appreciate the book's clarity in explaining complex concepts, making it accessible to both practitioners and students. The book is praised for its comprehensive approach and practical utility in identifying and resolving issues in regression modelling.

Book Hero reading reviews

Book Details

INFORMATION

ISBN: 9780471691174

Publisher: John Wiley & Sons Inc

Format: Paperback / softback

Date Published: 24 August 2004

Country: United States

Imprint: Wiley-Interscience

Audience: Professional and scholarly

DIMENSIONS

Spine width: 16.0mm

Width: 154.0mm

Height: 232.0mm

Weight: 397g

Pages: 320

About the Author

David A. Belsley, PhD, is Professor in the Department of Economics at Boston College in Newtonville, Massachusetts.

Edwin Kuh, PhD, is Professor in the Department of Economics at Boston College in Newtonville, Massachusetts.

Roy E. Welsch, PhD, is Professor of Statistics and Management at the Sloan School of Management at the Massachusetts Institute of Technology.

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