Splines, knots, and penalties

PHC Eilers, BD Marx - Wiley Interdisciplinary Reviews …, 2010 - Wiley Online Library
Penalized splines have gained much popularity as a flexible tool for smoothing and semi‐
parametric models. Two approaches have been advocated:(1) use a B‐spline basis, equally …

Parametric modelling of growth curve data: An overview

DL Zimmerman, V Núñez-Antón, TG Gregoire… - Test, 2001 - Springer
In the past two decades a parametric multivariate regression modelling approach for
analyzing growth curve data has achieved prominence. The approach, which has several …

[PDF][PDF] ASReml-R reference manual version 4

DG Butler, BR Cullis, AR Gilmour… - … , HP1 1ES, UK, 2017 - asreml.kb.vsni.co.uk
ASReml-R is a statistical package that fits linear mixed models using Residual Maximum
Likelihood (REML) in the R environment. This package uses the same computational kernel …

[HTML][HTML] Hierarchical generalized additive models in ecology: an introduction with mgcv

EJ Pedersen, DL Miller, GL Simpson, N Ross - PeerJ, 2019 - peerj.com
In this paper, we discuss an extension to two popular approaches to modeling complex
structures in ecological data: the generalized additive model (GAM) and the hierarchical …

[图书][B] Multiple imputation and its application

JR Carpenter, JW Bartlett, TP Morris, AM Wood… - 2023 - books.google.com
Multiple Imputation and its Application The most up-to-date edition of a bestselling guide to
analyzing partially observed data In this comprehensively revised Second Edition of Multiple …

[图书][B] Generalized additive models: an introduction with R

SN Wood - 2017 - taylorfrancis.com
The first edition of this book has established itself as one of the leading references on
generalized additive models (GAMs), and the only book on the topic to be introductory in …

[图书][B] An introduction to applied multivariate analysis with R

B Everitt, T Hothorn - 2011 - books.google.com
The majority of data sets collected by researchers in all disciplines are multivariate, meaning
that several measurements, observations, or recordings are taken on each of the units in the …

Springer Series in Statistics

P Bickel, P Diggle, S Fienberg, U Gather - 2005 - Springer
Hidden Markov models—most often abbreviated to the acronym “HMMs”—are one of the
most successful statistical modelling ideas that have came up in the last forty years: the use …

Generalized additive models for location, scale and shape

RA Rigby, DM Stasinopoulos - Journal of the Royal Statistical …, 2005 - academic.oup.com
A general class of statistical models for a univariate response variable is presented which
we call the generalized additive model for location, scale and shape (GAMLSS). The model …

[PDF][PDF] Semiparametric regression

D Ruppert - 2003 - matt-p-wand.net
Semiparametric regression is concerned with the flexible incorporation of non-linear
functional relationships in regression analyses. Any application area that benefits from …