Dr Christopher Sherlock

Senior Lecturer

Research Interests

  • MCMC theory, methodology and application
  • Stochastic processes (hidden Markov models)
  • Spatial statistics and veterinary epidemiology

Langevin diffusions and the Metropolis-adjusted Langevin algorithm
Xifara, T., Sherlock, C., Livingstone, S., Byrne, S., Girolami, M. 08/2014 In: Statistics and Probability Letters. 91, p. 14-19. 6 p.
Journal article

Efficient particle MCMC for exact inference in stochastic biochemical network models through approximation of expensive likelihoods
Golightly, A., Henderson, D., Sherlock, C. 2014 In: Statistics and Computing. 17 p.
Journal article

Inference for reaction networks using the linear noise approximation
Fearnhead, P., Giagos, V., Sherlock, C. 2014 In: Biometrics. 70, p. 457-466. 10 p.
Journal article

Particle learning approach to Bayesian model selection: an application from neurology
Taylor, S., Ridall, G., Sherlock, C., Fearnhead, P. 2014 In: The contribution of young researchers to Bayesian statistics. Springer p. 165-167. 3 p. ISBN: 9783319020839. Electronic ISBN: 9783319020846.
Chapter

A coupled hidden Markov model for disease interactions
Sherlock, C., Xifara, T., Telfer, S., Begon, M. 08/2013 In: Journal of the Royal Statistical Society: Series C (Applied Statistics). 62, 4, p. 609-627. 19 p.
Journal article

Optimal scaling of the random walk Metropolis: general criteria for the 0.234 acceptance rule
Sherlock, C. 03/2013 In: Journal of Applied Probability. 50, 1, p. 1-15. 15 p.
Journal article

A class of spherical and elliptical distributions with Gaussian-like limit properties
Sherlock, C., Elton, D. 2012 In: Journal of Probability and Statistics. 2012, 17 p.
Journal article

Spatial and temporal patterns in antimicrobial resistance of Salmonella Typhimurium amongst cattle in England and Wales
Cox, R., Su, T., Clough, H., Woodward, M., Sherlock, C. 2012 In: Epidemiology and Infection. p. 1-12. 12 p.
Journal article

The prevalence of antimicrobial resistant Escherichia coli in sympatric wild rodents varies by season and host.
Williams, N.J., Sherlock, C., Jones, T., Clough, H., Telfer, S., Begon, M., French, N., Bennett, M. 2011 In: Journal of Applied Microbiology. 110, 4, p. 962-970. 9 p.
Journal article

The random walk Metropolis : linking theory and practice through a case study.
Sherlock, C., Fearnhead, P., Roberts, G. 05/2010 In: Statistical Science. 25, 2, p. 172-190. 19 p.
Journal article

Optimal scaling of the random walk Metropolis on unimodal elliptically symmetric targets.
Sherlock, C., Roberts, G. 2009 In: Bernoulli. 15, 3, p. 774-798. 25 p.
Journal article

An exact Gibbs sampler for the Markov Modulated Poisson Process.
Fearnhead, P., Sherlock, C. 2006 In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 68, 5, p. 767-784. 18 p.
Journal article

Methodology for inference on the Markov modulated Poisson process and theory for optimal scaling of the random walk Metropolis.
Sherlock, C. 2006 245 p.
Doctoral Thesis