Econometric Analysis of Count Data
Autor Rainer Winkelmannen Limba Engleză Hardback – 8 apr 2008
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Specificații
ISBN-13: 9783540776482
ISBN-10: 3540776486
Pagini: 352
Ilustrații: XVI, 320 p.
Dimensiuni: 155 x 235 x 24 mm
Greutate: 0.67 kg
Ediția:5th ed. 2008
Editura: Springer Berlin, Heidelberg
Colecția Springer
Locul publicării:Berlin, Heidelberg, Germany
ISBN-10: 3540776486
Pagini: 352
Ilustrații: XVI, 320 p.
Dimensiuni: 155 x 235 x 24 mm
Greutate: 0.67 kg
Ediția:5th ed. 2008
Editura: Springer Berlin, Heidelberg
Colecția Springer
Locul publicării:Berlin, Heidelberg, Germany
Public țintă
ResearchCuprins
Probability Models for Count Data.- Poisson Regression.- Unobserved Heterogeneity.- Sample Selection and Endogeneity.- Zeros in Count Data Models.- Correlated Count Data.- Bayesian Analysis of Count Data.- Applications.
Recenzii
From the reviews:
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
"Winkleman has published numerous articles on using content models in economics and other social science journals. Because these are both applied and theoretical, he is well suited to write a monograph in this area. This book provides a very useful survey for anyone doing serious research using count data…for those who are doing substantive research using count data, [this book] will prove quite useful."
From the reviews of the fourth edition:
"The main objective of the book is to introduce count models at a graduate level so that these models can be used by students, researchers or interested practitioners. … For all researchers who are concerned with count data the book offers a very good introduction into this field of research and many examples and interpretations of the results. Therefore, the book provides an excellent starting point for working in this area of applied research." (Herbert S. Buscher, Zentralblatt MATH, Vol. 1032 (7), 2004)
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
"Winkleman has published numerous articles on using content models in economics and other social science journals. Because these are both applied and theoretical, he is well suited to write a monograph in this area. This book provides a very useful survey for anyone doing serious research using count data…for those who are doing substantive research using count data, [this book] will prove quite useful."
From the reviews of the fourth edition:
"The main objective of the book is to introduce count models at a graduate level so that these models can be used by students, researchers or interested practitioners. … For all researchers who are concerned with count data the book offers a very good introduction into this field of research and many examples and interpretations of the results. Therefore, the book provides an excellent starting point for working in this area of applied research." (Herbert S. Buscher, Zentralblatt MATH, Vol. 1032 (7), 2004)
Textul de pe ultima copertă
The book provides graduate students and researchers with an up-to-date survey of statistical and econometric techniques for the analysis of count data, with a focus on conditional distribution models. Proper count data probability models allow for rich inferences, both with respect to the stochastic count process that generated the data, and with respect to predicting the distribution of outcomes. The book starts with a presentation of the benchmark Poisson regression model. Alternative models address unobserved heterogeneity, state dependence, selectivity, endogeneity, underreporting, and clustered sampling. Testing and estimation is discussed from frequentist and Bayesian perspectives. Finally, applications are reviewed in fields such as economics, marketing, sociology, demography, and health sciences. The fifth edition contains several new topics, including copula functions, Poisson regression for non-counts, additional semi-parametric methods, and discrete factor models. Other sections have been reorganized, rewritten, and extended.
Caracteristici
Up-to-date survey of econometric and statistical techniques Presentation of theory as well as applications in economics, marketing, sociology Includes supplementary material: sn.pub/extras