Titre : | Negative binomial regression |
Auteurs : | J. HILBE |
Type de document : | Livre |
Editeur : | Cambridge - New York : Cambridge University Press, 2007 |
ISBN/ISSN/EAN : | 978-0-521-85772-7 |
Format : | 251 p. / tabl., graph. |
Langues: | Anglais |
Mots-clés : |
Thésaurus mots-clés MODELE STATISTIQUE ; METHODE |
Résumé : |
At last – a book entirely devoted to the negative binomial model and its many variations. Every model currently offered in a commercial statistical software package is discussed in detail – how each is derived, how each resolves a distributional problem, and numerous examples of their application. Many of these models have never before been thoroughly examined in a text on count response models: the canonical negative binomial; the NB-P model, where the negative binomial exponent is itself parameterized; and negative binomial mixed models.
Written for practicing researchers and statisticians who need to update their knowledge of Poisson and negative binomial models, the book provides a comprehensive overview of estimating methods and algorithms used to model counts, as well as specific modeling guidelines, model selection techniques, methods of interpretation, and assessment of model goodness of fit. Data sets and modeling code are provided on a companion website. [Editor's abstract] |
Note de contenu : |
CONTENTS:
Preface; Introduction; 1. Overview of count response models; 2. Methods of estimation; 3. The Poisson model; 4. Overdispersion; 5. Negative binomial regression: basics; 6. Negative binomial regression: modeling; 7. Alternative variance parameterizations; 8. Problems with zero counts; 9. Negative binomial with censoring, truncation, and sample selection; 10. Negative binomial panel models; Appendix A: Negative binomial log-likelihood functions; Appendix B: Deviance functions; Appendix C: ML negative binomial Code; Appendix D: Negative binomial variance functions; Appendix E: Data sets; References; Author index; Index. |
Domaine : | Hors addiction / No addiction |
Affiliation : | Arizona State University, USA |
Cote : | USUEL 162 |
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