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Regression Diagnostics: Identifying Influential Data and Sources of Collinearity (Wiley Series in Probability and Statistics)
 
 
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Regression Diagnostics: Identifying Influential Data and Sources of Collinearity (Wiley Series in Probability and Statistics) [Hardcover]

David A. Belsley (Author), Edwin Kuh (Author), Roy E. Welsch (Author)


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Book Description

0471058564 978-0471058564 June 1980 1
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 ‘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



Editorial Reviews

From the Publisher

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, and 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. Emphasizes diagnostics and includes suggestions for remedial action.

From the Back Cover

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 ‘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. --This text refers to the Paperback edition.


Product Details

  • Hardcover: 320 pages
  • Publisher: Wiley-Interscience; 1 edition (June 1980)
  • Language: English
  • ISBN-10: 0471058564
  • ISBN-13: 978-0471058564
  • Product Dimensions: 9.4 x 6.2 x 0.9 inches
  • Shipping Weight: 1.3 pounds
  • Amazon Best Sellers Rank: #1,589,154 in Books (See Top 100 in Books)

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Inside This Book (learn more)
First Sentence:
In this chapter we identify subsets of the data that appear to have a disproportionate influence on the estimated model and ascertain which parts of the estimated model are most affected by these subsets. Read the first page
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Associated Singular Value, United States, Index Relative, Index Country, Associated Singular Condition Value, Costa Rica, South Rhodesia, New Zealand, South Africa, United Kingdom, Back Bay, Beacon Hill, Index Year, Observation Exhibit, South Boston, Southern Rhodesia
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