Flexible link functions in nonparametric binary regression with Gaussian process priors

DOI10.1111/biom.12462zbMath1390.62063OpenAlexW2281212626WikidataQ37022784 ScholiaQ37022784MaRDI QIDQ2827177

Lizhen Lin, Dan Li, Xia Wang, Dey, Dipak K.

Publication date: 12 October 2016

Published in: Biometrics (Search for Journal in Brave)

Full work available at URL: http://europepmc.org/articles/pmc4914475

zbMATH Keywords

Gaussian processMarkov chain Monte Carloflexibilitygeneralized extreme value distributionlatent variableposterior consistency

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Gaussian processes (60G15) Applications of statistics to biology and medical sciences; meta analysis (62P10) Applications of statistics to psychology (62P15)

Related Items (3)

Flexible link functions in a joint hierarchical Gaussian process model ⋮ Flexible cloglog links for binomial regression models as an alternative for imbalanced medical data ⋮ A shared spatial model for multivariate extreme-valued binary data with non-random missingness

Uses Software

• DPpackage

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• A fully nonparametric modeling approach to binary regression
• Generalized extreme value regression for binary response data: an application to B2B electronic payments system adoption
• Nonparametric binary regression using a Gaussian process prior
• A simple class of Bayesian nonparametric autoregression models
• The effect of link misspecification on binary regression inference
• Slice sampling. (With discussions and rejoinder)
• Measures of Bayesian learning and identifiability in hierarchical models
• Posterior propriety in Bayesian extreme value analyses using reference priors
• Gaussian Process Regression Analysis for Functional Data
• Bayesian Inference for Semiparametric Binary Regression
• Non-parametric regression for binary dependent variables
• Flexible generalized t-link models for binary response data
• A New Skewed Link Model for Dichotomous Quantal Response Data
• Bayesian Measures of Model Complexity and Fit
• General models for quantal response to the joint action of a mixture of drugs
• A quantitative study of quantile based direct prior elicitation from expert opinion

This page was built for publication: Flexible link functions in nonparametric binary regression with Gaussian process priors