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This second edition of a bestseller takes advantage of the greater functionality now available in R and substantially revises and adds several topics. It expands coverage of binary and binomial responses, incorporates many new sections, and adds a chapter on the Bayesian analysis of mixed effect models. It also revamps the R code throughout and updates the exercises, with solutions now included. The text explains data analysis using real examples and includes all the R commands necessary to reproduce the analyses.
This second edition of a bestseller takes advantage of the greater functionality now available in R and substantially revises and adds several topics. It expands coverage of binary and binomial responses, incorporates many new sections, and adds a chapter on the Bayesian analysis of mixed effect models. It also revamps the R code throughout and updates the exercises, with solutions now included. The text explains data analysis using real examples and includes all the R commands necessary to reproduce the analyses.
Julian J. Faraway is a professor of statistics in the Department of Mathematical Sciences at the University of Bath. His research focuses on the analysis of functional and shape data with particular application to the modeling of human motion. He earned a PhD in statistics from the University of California, Berkeley.
Introduction. Binary Response. Binomial and Proportion Responses. Variations on Logistic Regression. Count Regression. Contingency Tables. Multinomial Data. Generalized Linear Models. Other GLMS. Random Effects. Repeated Measures and Longitudinal Data. Bayesian Mixed Effect Models. Mixed Effect Models for Nonnormal Responses. Nonparametric Regression. Additive Models. Trees. Neural Networks. Appendices. Bibliography. Index.
| Erscheinungsjahr: | 2016 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Importe, Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| Inhalt: | Einband - fest (Hardcover) |
| ISBN-13: | 9781498720960 |
| ISBN-10: | 149872096X |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: | Faraway, Julian J |
| Auflage: | 2nd edition |
| Hersteller: | CRC Press |
| Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 244 x 159 x 27 mm |
| Von/Mit: | Julian J Faraway |
| Erscheinungsdatum: | 24.03.2016 |
| Gewicht: | 0,77 kg |
Julian J. Faraway is a professor of statistics in the Department of Mathematical Sciences at the University of Bath. His research focuses on the analysis of functional and shape data with particular application to the modeling of human motion. He earned a PhD in statistics from the University of California, Berkeley.
Introduction. Binary Response. Binomial and Proportion Responses. Variations on Logistic Regression. Count Regression. Contingency Tables. Multinomial Data. Generalized Linear Models. Other GLMS. Random Effects. Repeated Measures and Longitudinal Data. Bayesian Mixed Effect Models. Mixed Effect Models for Nonnormal Responses. Nonparametric Regression. Additive Models. Trees. Neural Networks. Appendices. Bibliography. Index.
| Erscheinungsjahr: | 2016 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Importe, Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| Inhalt: | Einband - fest (Hardcover) |
| ISBN-13: | 9781498720960 |
| ISBN-10: | 149872096X |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: | Faraway, Julian J |
| Auflage: | 2nd edition |
| Hersteller: | CRC Press |
| Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 244 x 159 x 27 mm |
| Von/Mit: | Julian J Faraway |
| Erscheinungsdatum: | 24.03.2016 |
| Gewicht: | 0,77 kg |
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