Connor Duffin, Edward Cripps, Thomas Stemler and Mark Girolami have recently published in PNAS, their paper entitled Statistical finite elements for misspecified models. Science and engineering have benefited greatly from the ability of finite element methods (FEMs) to simulate nonlinear, time-dependent complex systems. The recent advent of extensive data collection from such complex systems now raises the question of how to systematically incorporate these data into finite element models, consistently updating the solution in the face of mathematical model misspecification with physical reality. This article describes general and widely applicable methodology for the coherent synthesis of data with FEM models, providing a data-driven probability distribution that captures all sources of uncertainty in the pairing of FEM with measurements.
A Postdoctoral Researcher position (fixed term contract until 31 July 2023) has opened at the University of Warwick. Closing date for applications: 5 January 2021. Candidates who are considering making an application are strongly encouraged to contact Professor Gareth Roberts (email@example.com) or Professor Adam Johansen (firstname.lastname@example.org).
Augustin Chevallier, Paul Farnhead and Matthew Sutton have recently published on Arxiv, their paper entitled Reversible Jump PDMP Samplers for Variable Selection. This paper looks at how to extend recent PDMP samplers to model choice problems, and in particular variable selection. It gives a general recipe for adding appropriate reversible jump moves which allow exploration of different models by adding or removing variables from the model.
A 30 months Postdoctoral Researcher position (Computational Statistics in Engineering) has opened at the Turing institute. Closing date for applications: 15 November 2020.
From 7-10 January 2020 the biannual ISBA meeting on Bayesian Computation (BayesComp) was held at the University of Florida, Gainsville, organised by Jim Hobert and colleagues. The meeting was particularly well-attended by members of the CoSInES project. A list of CoSInES-affiliated attendees includes: PIs Prof. Gareth Roberts, Prof. Christophe Andrieu, Prof. Paul Fearnhead and Dr. Anthony Lee who all gave talks, and research associates Dr. Augustin Chevalier, Dr. Lionel Riou-Durand and Dr. Andi Wang who all presented posters. Overarching scientific themes from the meeting included the analysis of computational Bayesian methods in high-dimensional settings, study of nonreversible sampling methods and the study of robustness and approximate methods. A notable presentation was the opening plenary talk, given by CoSInES PI Prof. Paul Fearnhead on ‘Continuous-time MCMC’, focusing on the Zig-Zag Sampler and related developments. The location was particularly pleasant; the days were sunny and relatively warm (despite being winter in Florida), and the meeting was held in the beautiful University of Florida campus, with a large lake (home to alligators, though none were spotted) and within easy walking distance of the lively Gainesville town centre.
There is still time to apply to be part of the CoSInES team, with applications closing on 20th January 2020 for the position of Postdoctoral Research Assistant in Computational Statistics and Statistical Machine Learning at the University of Oxford. As part of a related project, a position is also available at the University of Warwick for a Research Fellow working with CoSInES investigator Adam Johansen, and Theo Damoulas.
The paper The Scalable Langevin Exact Algorithm: Bayesian Inference for Big Data (SCaLE) by Murray Pollock, and CoSInES investigators Paul Fearnhead, Adam Johansen, and Gareth Roberts has been accepted as a JRSSB read paper, and will be presented at the Royal Statistical Society on 22nd April 2020. A working version of the paper is available here, and further event details will be added when available.
Cambridge University Press has today announced its new Journal of Data Centric Engineering. The journal is accepting submissions from statisticians working in any aspect of the engineering sciences.
The first workshop for the CoSInES and Bayes4Health research projects will be held at the University of Lancaster from Monday 16th to Thursday 19th September 2019. Find more details at the workshop website.
The CoSInES opening workshop will be held at the University of Warwick on 2nd November 2019. We have an excellent program of speakers, and encourage anyone interested in the program to attend.