Flexible Regression and Smoothing
Using Gamlss in R
Seiten
2017
CRC Press (Verlag)
978-1-138-19790-9 (ISBN)
CRC Press (Verlag)
978-1-138-19790-9 (ISBN)
Generalized Linear Models (GLMs) and Generalized Additive Models (GAMs) are very popular statistical tools, but, they have been shown to break down for large complex datasets, which are increasingly prevalent. The authors of this book have developed the Generalized Additive Model for Location, Scale and Shape (GAMLSS) methodology, with an associated R package, that extends GAMs for more complex problems. This book provides a broad overview of methodology and how it can be implemented using GAMLSS in R. It uses lots of data examples, integrated code, and figures to illustrate the methods, and is supplemented by a website with all code, data and additional materials
Mikis D. Stasinopoulos, Robert A. Rigby, Gillian Z. Heller, Vlasios Voudouris, Fernanda De Bastiani
Part I Introduction to models and packages
Why GAMLSS?
Introduction to the gamlss packages
Part II The R implementation: algorithms and functions
The Algorithms
The gamlss() function
Methods for fitted gamlss objects
Part III Distributions
The gamlss.family of distributions
Finite mixture distributions
Part IV Additive terms
Linear parametric additive terms
Additive Smoothing Terms
Random effects
Part V Model selection and diagnostics
Model selection techniques
Diagnostics
Part VI Applications
Centile Estimation
Further Applications
Erscheinungsdatum | 04.06.2017 |
---|---|
Reihe/Serie | Chapman & Hall/CRC: The R Series |
Zusatzinfo | 164 black & white illustrations, 16 black & white tables, 112 black & white halftones, 52 black & white line drawings |
Verlagsort | London |
Sprache | englisch |
Maße | 178 x 254 mm |
Gewicht | 1238 g |
Themenwelt | Mathematik / Informatik ► Mathematik ► Computerprogramme / Computeralgebra |
Wirtschaft ► Volkswirtschaftslehre ► Ökonometrie | |
ISBN-10 | 1-138-19790-4 / 1138197904 |
ISBN-13 | 978-1-138-19790-9 / 9781138197909 |
Zustand | Neuware |
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