Matches in SemOpenAlex for { <https://semopenalex.org/work/W2479391736> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W2479391736 endingPage "306" @default.
- W2479391736 startingPage "178" @default.
- W2479391736 abstract "This chapter considers Bayesian inference in semiparametric mixed models (SPMMs) for longitudinal data. Section 4.1 assumes Gaussian smoothness priors, focusing on Bayesian P-splines in combination with Gaussian priors for random effects, and outlines various model specifications that are included as special cases in SPMMs. Section 4.2 describes inferential techniques, detailing both empirical Bayes estimation based on mixed model technology and full Bayes techniques. Section 4.3 discusses the relation between Bayesian smoothing and correlation. Section 4.4 considers some additional or alternative semiparametric extensions of generalized linear mixed models: First, as in Section 3.2, the assumption of Gaussian random effects can be removed by allowing nonparametric Dirichlet process or Dirichlet process mixture priors in combination with Gaussian smoothness priors for functional effects. Second, local adaptivity of functional effects can be improved by scale mixtures of Gaussian smoothness priors, with variance parameters following stochastic process priors in another hierarchical stage. Third, the case of high-dimensional fixed effects β is also considered, with Bayesian shrinkage priors regularizing the resulting ill-posed inferential problem. Shrinkage priors can also be used for model choice and variable selection. The final Section 4.5 describes strategies for model choice and model checking in SPMMs." @default.
- W2479391736 created "2016-08-23" @default.
- W2479391736 creator A5009871877 @default.
- W2479391736 creator A5088639152 @default.
- W2479391736 date "2011-04-28" @default.
- W2479391736 modified "2023-10-16" @default.
- W2479391736 title "Semiparametric Mixed Models for Longitudinal Data" @default.
- W2479391736 doi "https://doi.org/10.1093/acprof:oso/9780199533022.003.0004" @default.
- W2479391736 hasPublicationYear "2011" @default.
- W2479391736 type Work @default.
- W2479391736 sameAs 2479391736 @default.
- W2479391736 citedByCount "0" @default.
- W2479391736 crossrefType "book-chapter" @default.
- W2479391736 hasAuthorship W2479391736A5009871877 @default.
- W2479391736 hasAuthorship W2479391736A5088639152 @default.
- W2479391736 hasConcept C102634674 @default.
- W2479391736 hasConcept C105795698 @default.
- W2479391736 hasConcept C107673813 @default.
- W2479391736 hasConcept C121332964 @default.
- W2479391736 hasConcept C134306372 @default.
- W2479391736 hasConcept C142291917 @default.
- W2479391736 hasConcept C149782125 @default.
- W2479391736 hasConcept C160234255 @default.
- W2479391736 hasConcept C163716315 @default.
- W2479391736 hasConcept C169214877 @default.
- W2479391736 hasConcept C177769412 @default.
- W2479391736 hasConcept C182310444 @default.
- W2479391736 hasConcept C207201462 @default.
- W2479391736 hasConcept C2781280628 @default.
- W2479391736 hasConcept C28826006 @default.
- W2479391736 hasConcept C33923547 @default.
- W2479391736 hasConcept C41008148 @default.
- W2479391736 hasConcept C61326573 @default.
- W2479391736 hasConcept C62520636 @default.
- W2479391736 hasConceptScore W2479391736C102634674 @default.
- W2479391736 hasConceptScore W2479391736C105795698 @default.
- W2479391736 hasConceptScore W2479391736C107673813 @default.
- W2479391736 hasConceptScore W2479391736C121332964 @default.
- W2479391736 hasConceptScore W2479391736C134306372 @default.
- W2479391736 hasConceptScore W2479391736C142291917 @default.
- W2479391736 hasConceptScore W2479391736C149782125 @default.
- W2479391736 hasConceptScore W2479391736C160234255 @default.
- W2479391736 hasConceptScore W2479391736C163716315 @default.
- W2479391736 hasConceptScore W2479391736C169214877 @default.
- W2479391736 hasConceptScore W2479391736C177769412 @default.
- W2479391736 hasConceptScore W2479391736C182310444 @default.
- W2479391736 hasConceptScore W2479391736C207201462 @default.
- W2479391736 hasConceptScore W2479391736C2781280628 @default.
- W2479391736 hasConceptScore W2479391736C28826006 @default.
- W2479391736 hasConceptScore W2479391736C33923547 @default.
- W2479391736 hasConceptScore W2479391736C41008148 @default.
- W2479391736 hasConceptScore W2479391736C61326573 @default.
- W2479391736 hasConceptScore W2479391736C62520636 @default.
- W2479391736 hasLocation W24793917361 @default.
- W2479391736 hasOpenAccess W2479391736 @default.
- W2479391736 hasPrimaryLocation W24793917361 @default.
- W2479391736 hasRelatedWork W3255376 @default.
- W2479391736 hasRelatedWork W3630774 @default.
- W2479391736 hasRelatedWork W4861628 @default.
- W2479391736 hasRelatedWork W6009302 @default.
- W2479391736 hasRelatedWork W7072732 @default.
- W2479391736 hasRelatedWork W781638 @default.
- W2479391736 hasRelatedWork W8445148 @default.
- W2479391736 hasRelatedWork W8970412 @default.
- W2479391736 hasRelatedWork W9877957 @default.
- W2479391736 hasRelatedWork W616402 @default.
- W2479391736 isParatext "false" @default.
- W2479391736 isRetracted "false" @default.
- W2479391736 magId "2479391736" @default.
- W2479391736 workType "book-chapter" @default.