Statistical methodology research
We have particular research strength in the development of Bayesian methods, modern regression methodology, semiparametric methods, and survey design and analysis.
Bayesian methods
We develop Bayesian methodology for posterior sampling and model selection, and tools for use in several other fields of research including astrostatistics, ecology, econometrics, engineering, fisheries, forensics, genomics and medicine.
Modern regression
We develop novel ways to make inference about variables of interest using information gathered on other variables. Examples include extensions of generalized linear models and smoothing techniques, and tools for analysis of longitudinal data, high-dimensional data, and spatial and temporal data.
Semiparametric and nonparametric methods
We develop more reliable semiparametric estimators, methods for smooth estimates of densities and hazard functions, and mixture models.
Complex surveys and design
Analysing data from complex surveys can be misleading if treated as a simple random sample. Our research includes finding new ways of designing and analysing data from many types of studies, market research, panel surveys, multi-level surveys, and industrial and laboratory experiments.
Our researchers
Dr Brendon Brewer
- Bayesian astrostatistics
- Bayesian sampling methods
Dr Beatrix Jones
- Bayesian statistics
Dr Charlotte Jones-Todd
- Spatio-temporal modelling
Dr Kate Lee
- Bayesian sampling methods
- Approximate Bayesian methods
- Inverse problems
Professor Thomas Lumley
- Complex surveys
- Semiparametric models
Dr Arden Miller
- Optimal designs
Professor Renate Meyer
- Bayesian astrostatistics
- Bayesian econometrics and medical statistics
Associate Professor Russell Millar
- Bayesian model selection
- Bayesian population dynamics
Dr Claudia Rivera-Rodriguez
- Non-independent sampling designs
- Semiparametric estimators
Dr Yong Wang
- Nonparametric methods
- Density estimation
Dr Thomas Yee
- Nonparametric regression
- Generalised additive models
Dr Yannan Jiang
- Complex designs
- Longitudinal studies