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Preface

Published online by Cambridge University Press:  05 January 2013

A. Colin Cameron
Affiliation:
University of California, Davis
Pravin K. Trivedi
Affiliation:
Indiana University
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Summary

This book describes regression methods for count data, where the response variable is a nonnegative integer. The methods are relevant for analysis of counts that arise in both social and natural sciences.

Despite their relatively recent origin, count data regression methods build on an impressive body of statistical research on univariate discrete distributions. Many of these methods have now found their way into major statistical packages, which has encouraged their application in a variety of contexts. Such widespread use has itself thrown up numerous interesting research issues and themes, which we explore in this book.

The objective of the book is threefold. First, we wish to provide a synthesis and integrative survey of the literature on count data regressions, covering both the statistical and econometric strands. The former has emphasized the framework of generalized linear models, exponential families of distributions, and generalized estimating equations; the latter has emphasized nonlinear regression and generalized method of moment frameworks. Yet between them there are numerous points of contact that can be fruitfully exploited. Our second objective is to make sophisticated methods of data analysis more accessible to practitioners with different interests and backgrounds. To this end we consider models and methods suitable for cross-section, time series, and longitudinal data. Detailed analyses of several data sets as well as shorter illustrations, implemented from a variety of viewpoints, are scattered throughout the book to put empirical flesh on theoretical or methodological discussion. We draw on examples from, and give references to, works in many applied areas.

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Publisher: Cambridge University Press
Print publication year: 1998

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  • Preface
  • A. Colin Cameron, University of California, Davis, Pravin K. Trivedi, Indiana University
  • Book: Regression Analysis of Count Data
  • Online publication: 05 January 2013
  • Chapter DOI: https://doi.org/10.1017/CBO9780511814365.001
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  • Preface
  • A. Colin Cameron, University of California, Davis, Pravin K. Trivedi, Indiana University
  • Book: Regression Analysis of Count Data
  • Online publication: 05 January 2013
  • Chapter DOI: https://doi.org/10.1017/CBO9780511814365.001
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Preface
  • A. Colin Cameron, University of California, Davis, Pravin K. Trivedi, Indiana University
  • Book: Regression Analysis of Count Data
  • Online publication: 05 January 2013
  • Chapter DOI: https://doi.org/10.1017/CBO9780511814365.001
Available formats
×