Vector Generalized Linear and Additive Models: With an Implementation in R (Hardcover, 2015)

Introduction.- LMs, GLMs and GAMs.-VGLMs.- VGAMs.- Reduced-Rank VGLMs.- Constrained Quadratic Ordination.- Constrained Additive Ordination.- Using the VGAM Package.- Other Topics.- Some LM and GLM variants.- Univariate Discrete Distributions.- Univariate Continuous Distributions.- Bivariate Continuous Distributions.- Categorical Data Analysis.- Quantile and Expectile Regression.- Extremes.- Zero-inated, Zero-altered and Positive Discrete Distributions.- On VGAM Family Functions.- Appendix: Background Material.