Dr Georgios Papageorgiou
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Overview
Overview
Qualifications
- PhD in Statistics , University of Florida
Professional memberships
Fellow, Higher Education Academy
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Research
Research
Research interests
- Bayesian nonparametrics
- Biostatistics
- Longitudinal data analysis
- Multivariate statistics
- Spatial statistics
Research overview
Submissions:
- Papageorgiou, G. (2020+). Bayesian semiparametric modelling of covariance matrices for multivariate longitudinal data. arXiv
Software:
- R package BNSP: Provides Markov chain Monte Carlo algorithms for non- and semi-parametric Bayesian models. Available methods include: 1. variable selection, 2. generalized additive models and automatic function regularization, 3. joint mean-covariance models for univariate, multivariate and longitudinal multivariate responses.
- R package mixcat: Fits mixed effects multinomial (ordinal and nominal) regression models with nonparametric mixing
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Supervision and teaching
Supervision and teaching
Supervision
I welcome enquiries from prospective PhD students who are interested in undertaking research in any of my areas of research interest.
Current PhD student
- Ben C Marshall
Teaching
Teaching modules
- Statistics: Theory and Practice (BUEM003S6)
- Analysis of Dependent Data (EMMS021H7)
- Statistical Learning (EMMS022H7)
- Ben C Marshall
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Publications
Publications
Article
- Papageorgiou, Georgios and Marshall, Ben (2020) Bayesian semiparametric analysis of multivariate continuous responses, with variable selection. Journal of Computational and Graphical Statistics 29 (4), pp. 896-909. ISSN 1061-8600.
- Papageorgiou, Georgios (2019) Bayesian density regression for discrete outcomes. Australian and New Zealand Journal of Statistics 61 (3), pp. 336-359. ISSN 1467-842X.
- Papageorgiou, Georgios (2018) BNSP: an R Package for fitting Bayesian semiparametric regression models and variable selection. The R Journal 10 (2), pp. 526-548. ISSN 2073-4859.
- Papageorgiou, Georgios and Richardson, S. and Best, N. (2015) Bayesian nonparametric models for spatially indexed data of mixed type. Journal of the Royal Statistical Society - Series B (Statistical Methodology) 77 (5), pp. 973-999. ISSN 1369-7412.
- Marra, G. and Papageorgiou, Georgios and Radice, Rosalba (2013) Estimation of a semiparametric recursive bivariate probit model with nonparametric mixing. Australian & New Zealand Journal of Statistics 55 (3), pp. 321-342. ISSN 1369-1473.
- Papageorgiou, Georgios and Ghosh, M. (2012) Estimation of small area event rates and of the associated standard errors. Journal of Statistical Planning and Inference 142 (7), pp. 2009-2016. ISSN 0378-3758.
- Papageorgiou, Georgios (2012) Restricted maximum likelihood estimation of joint mean-covariance models. The Canadian Journal of Statistics 40 (2), pp. 225-242. ISSN 0319-5724.
- Papageorgiou, Georgios and Hinde, J. (2012) Multivariate generalized linear mixed models with semi-nonparametric and smooth nonparametric random effects densities. Statistics and Computing 22 (1), pp. 79-92. ISSN 0960-3174.
- Papageorgiou, Georgios and Ghosh, M. (2010) Multivariate limited translation empirical Bayes estimators. Journal of Statistical Planning and Inference 140 (5), pp. 1320-1329. ISSN 0378-3758.
- Ghosh, M. and Papageorgiou, Georgios and Forrester, J. (2009) Multivariate limited translation hierarchical Bayes estimators. Journal of Multivariate Analysis 100 (7), pp. 1398-1411. ISSN 0047-259X.