TY  - GEN
AU  - Hastie,T J
AU  - Tibshirani,R J
TI  - Generalised additive models
T2  - Monographs on Statistics and Applied Probability
SN  - 9780367488390
U1  - SA.062 23
PY  - 2020///
CY  - Boca Raton
PB  - CRC Press
KW  - Statistics
KW  - Generalised Additive Models
KW  - Linear Model
N1  - Includes bibliography and index; Introduction -- Smoothing -- Smoothing in detail -- Additive models -- Some theory for additive models -- Generalised additive models -- Response transformation models -- Extensions to other settings -- Further topics -- Case studies
N2  - This book describes an array of power tools for data analysis that are based on nonparametric regression and smoothing techniques. These methods relax the linear assumption of many standard models and allow analysts to uncover structure in the data that might otherwise have been missed. While McCullagh and Nelder's Generalized Linear Models shows how to extend the usual linear methodology to cover analysis of a range of data types, Generalized Additive Models enhances this methodology even further by incorporating the flexibility of nonparametric regression. Clear prose, exercises in each chapter, and case studies enhance this popular text
ER  -