ERIC Number: EJ1119687
Record Type: Journal
Publication Date: 2016-Dec
Pages: 22
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1076-9986
EISSN: N/A
Available Date: N/A
Just Another Gibbs Sampler (JAGS): Flexible Software for MCMC Implementation
Depaoli, Sarah; Clifton, James P.; Cobb, Patrice R.
Journal of Educational and Behavioral Statistics, v41 n6 p628-649 Dec 2016
A review of the software Just Another Gibbs Sampler (JAGS) is provided. We cover aspects related to history and development and the elements a user needs to know to get started with the program, including (a) definition of the data, (b) definition of the model, (c) compilation of the model, and (d) initialization of the model. An example using a latent class model with large-scale education data is provided to illustrate how easily JAGS can be implemented in R. We also cover details surrounding the many programs implementing JAGS. We conclude with a discussion of the newest features and upcoming developments. JAGS is constantly evolving and is developing into a flexible, user-friendly program with many benefits for Bayesian inference.
Descriptors: Monte Carlo Methods, Markov Processes, Computer Software, Models, Bayesian Statistics, Statistical Inference, Data, Achievement Tests, International Assessment, Secondary School Students
SAGE Publications. 2455 Teller Road, Thousand Oaks, CA 91320. Tel: 800-818-7243; Tel: 805-499-9774; Fax: 800-583-2665; e-mail: journals@sagepub.com; Web site: http://sagepub.com
Publication Type: Journal Articles; Reports - Research
Education Level: Secondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: United States
Identifiers - Assessments and Surveys: Program for International Student Assessment
Grant or Contract Numbers: N/A
Author Affiliations: N/A