14 citations · 35 across the 35 of their papers we have counts for
4 papers · 1 filter
The Block-Correlated Pseudo Marginal Sampler for State Space Models
David Gunawan, Pratiti Chatterjee, Robert Kohn
Particle Marginal Metropolis-Hastings (PMMH) is a general approach to Bayesian inference when the likelihood is intractable, but can be estimated unbiasedly. Our article develops a…
Inequality in Education: A Comparison of Australian Indigenous and Nonindigenous Populations
David Gunawan, William Griffiths, Duangkamon Chotikapanich
Educational achievement distributions for Australian indigenous and nonindigenous populations in the years 2001, 2006, 2014 and 2017 are considered. Bayesian inference is used to a…
Comparisons of Australian Mental Health Distributions
David Gunawan, William Griffiths, Duangkamon Chotikapanich
Bayesian nonparametric estimates of Australian mental health distributions are obtained to assess how the mental health status of the population has changed over time and to compar…
Flexible Variational Bayes based on a Copula of a Mixture
David Gunawan, Robert Kohn, David Nott
Variational Bayes methods approximate the posterior density by a family of tractable distributions whose parameters are estimated by optimisation. Variational approximation is usef…