Extending the linear model with R : generalized linear, mixed effects and nonparametric regression models /
"New to the Second Edition: Expanded coverage of binary and binomial responses, including proportion responses, quasibinomial and beta regression, and applied considerations regarding these models New sections on Poisson models with dispersion, zero inflated count models, linear discriminant an...
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| Format: | Book |
| Language: | English |
| Published: |
Boca Raton :
CRC Press, Taylor & Francis Group,
[2016]
Boca Raton, FL : [2016] |
| Edition: | Second edition |
| Series: | Texts in statistical science
Texts in statistical science |
| Subjects: |
Table of Contents:
- 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
- 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