Workshop on Generalized Additive Models with P-splines
Palestrante: Maria Durban (Universidad Carlos III de Madrid)
PerÃodo: 13 a 16/05/2014
HorÃrio: 9h Ãs 12h e 14h Ãs 16h
Local: Departamento de CiÃncias Exatas, ESALQ/USP, Piracicaba, SP
Programa
1. Introduction
1.1 Beyond the linear regression model
1.2 Review of generalized linear models
2. Smoothing methods
2.1 Polynomial regression
2.2 Kernels
2.3 Smoothing splines
3. Penalized splines (P-splines)
3.1 Basis and penalties
3.2 Smoothing parameter selection
3.3 P-splines for multidimensional data
4. Generalized additive models
4.1 Estimation and inference
4.2 mgcv library in R
4.3 Variable selection
4.2 Goodness of _t
5. Applications
5.1 Semiparametric and additive models
5.2 Correlated data
5.3 Longitudinal data
5.3 Models for discrete response variables
Dentro em breve serÃo abertas as inscriÃÃes.
Cordiais saudaÃÃes, Clarice