Summary
I am an MRC Investigator (Programme Leader Track) working on data integration and analysis of hospital record data.
My recent projects include:
- Analysis of hospital electronic health record data, particularly from eHospital (Epic) at Cambridge University Hospitals
- Simplifying Bayesian model building for complex systems using Markov melding
- Methods for making prior specification more practical
- Methods for modularisation of Bayesian models with cut distributions
- Bayesian methods for weighted data
- Bayesian longitudinal correlated factor analysis with dependent Gaussian processes
- Parallelisation of the general purpose Bayesian software MultiBUGS
Some of my software is on Github.
Current Members
Research Associates:
- Rebecca Brock
- Areti Papadopoulou
- Yixuan Liu
PhD students:
- Jiachen Cai
Teaching
- MPhil Population Health Sciences – Bayesian statistics
- Bayesian statistics short course
Committees
- University Research Ethics Committee
- MRC Biostatistics Unit Graduate Education Committee
Selected Papers
- Cai J, Goudie RJB, Starr C, Tom BDM (2023)Dynamic factor analysis with dependent Gaussian processes for high-dimensional gene expression trajectories. arXiv : 2307.02781 (R package)
- Manderson AA & Goudie RJB (2023)Translating predictive distributions into informative priors. arXiv : 2303.08528 (R package, examples code)
- Liu Y & Goudie RJB (in press)Generalized geographically weighted regression model within a modularized Bayesian framework. Bayesian Analysis : (code)
- Manderson AA & Goudie RJB (2023)Combining chains of Bayesian models with Markov melding. Bayesian Analysis 18: (3) 807-840 (code)
- La Torrea G, Nagraa R, Wijesinghe H, Rajeswaran G, Riya J, Abdulkhaliq S, Barker T, Ganeshan A, Goudie RJB, Hosaam N, Tiwari A, & Juszczak MT (2023) Prevalence of venous thromboembolism in patients undergoing diagnostic venous ultrasound during the first SARS-CoV-2 pandemic. Vasa 52: (2) 97-106
- Liu Y & Goudie RJB (2022 )A general framework for cutting feedback within modularized Bayesian inference. arXiv : 2211.03274
- Wiegand M*, Halsall DJ*, Cowan SL, Taylor K, Goudie RJB^, Preller J^, Gurnell M^ (2022) Unquantifiably low aldosterone concentrations are prevalent in hospitalised COVID-19 patients but may not be revealed by chemiluminescent immunoassay. Endocrine Connections 11: (11) e220190
- Zannidi D, Patel PS, Leventea E, Paciepnik J, Dobson F, Heyes C, Goudie RJB, Oude Griep LM, Preller J & Spillman LN (2022) Factors associated with significant weight loss in hospitalised patients with COVID-19: a retrospective cohort study in a large teaching hospital. Nutrients 14: (19), 4195
- Wiegand M, Cowan SL, Waddington CS, Halsall DJ, Keevil VL, Tom BDM, Taylor V, Gkrania-Klotsas E, Preller J & Goudie RJB (2022) Development and validation of a dynamic 48-hour in-hospital mortality risk stratification for COVID-19 in a UK teaching hospital: a retrospective cohort study. BMJ Open 12: e060026 (code)
- Carter B, Keevil VL, Anand A, Osuafor CN, Goudie RJB, Preller J, Lowry M, Clunie S, Shenkin SD, McCarthy K, Hewitt J, Quinn TJ (2022) The prognostic and discriminatory utility of the Clinical Frailty Scale and Modified Frailty Index compared to age. Geriatrics 7: (5) 87
- Nicholson G, Blangiardo M, Briers M, Diggle PJ, Fjelde TE, Ge H, Goudie RJB, Jersakova R, King RE, Lehmann BCL, Mallon A-M, Padellini T, Teh YW, Holmes C, Richardson, S (2022) Interoperability of statistical models in pandemic preparedness: principles and reality. Statistical Science 37: (2) 183-206. (code)
- Jupp PE, Goudie IBJ, Batchelor RA & Goudie RJB (2022) Assessing seismic origin of geological features by fitting equidistant parallel lines. Journal of the Royal Statistical Society: Series C (Applied Statistics) 71: (3) 723-738 (code)
- Manderson AA & Goudie RJB (2022) A numerically stable algorithm for integrating Bayesian models using Markov melding. Statistics and Computing 32: 24 (code)
