Dr Christopher Sherlock

Senior Lecturer in Statistics

Research Interests

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

Motor Unit Number Estimation via Sequential Monte Carlo
Taylor, S., Sherlock, C., Ridall, G., Fearnhead, P. 11/04/2018 In: arXiv.org. 18 p.
Journal article

Merging MCMC subposteriors through Gaussian-Process Approximations
Nemeth, C., Sherlock, C.G. 03/2018 In: Bayesian Analysis. 13, 2, p. 507-530. 24 p.
Journal article

Pseudo-marginal Metropolis-Hastings sampling using averages of unbiased estimators
Sherlock, C.G., Thiery, A., Lee, A. 09/2017 In: Biometrika. 104, 3, p. 727-734. 8 p.
Journal article

Improved bridge constructs for stochastic differential equations
Whitaker, G.A., Golightly, A., Boys, R.J., Sherlock, C.G. 07/2017 In: Statistics and Computing. 27, 4, p. 885-900. 16 p.
Journal article

Adaptive, delayed-acceptance MCMC for targets with expensive likelihoods
Sherlock, C.G., Golightly, A., Henderson, D. 2017 In: Journal of Computational and Graphical Statistics. 26, 2, p. 434-444. 11 p.
Journal article

Improving statistical models for flood risk assessment
Towe, R., Tawn, J., Lamb, R., Sherlock, C., Liu, Y. 20/10/2016 In: E3S Web of Conferences. 7, 12 p.
Journal article

Bayesian inference for diffusion-driven, mixed-effects models
Whitaker, G.A., Golightly, A., Boys, R.J., Sherlock, C.G. 30/09/2016 In: Bayesian Analysis. 12, 2, p. 435-463. 29 p.
Journal article

Optimal scaling for the pseudo-marginal random walk Metropolis: insensitivity to the noise generating mechanism
Sherlock, C. 09/2016 In: Methodology and Computing in Applied Probability. 18, 3, p. 869-884. 16 p.
Journal article

Particle Metropolis-adjusted Langevin algorithms
Nemeth, C., Sherlock, C., Fearnhead, P. 09/2016 In: Biometrika. 103, 3, p. 701-717. 17 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. 09/2015 In: Statistics and Computing. 25, 5, p. 1039-1055. 17 p.
Journal article

Impaired performance on advanced theory of mind tasks in children with epilepsy is related to poor communication and increased attention problems
Lunn, J., Lewis, C., Sherlock, C. 02/2015 In: Epilepsy and Behavior. 43, p. 109-116. 8 p.
Journal article

On the efficiency of pseudo-marginal random walk Metropolis algorithms
Sherlock, C., Thiery, A., Roberts, G., Rosenthal, J. 01/2015 In: Annals of Statistics. 43, 1, p. 238-275. 38 p.
Journal article

Idiopathic Focal Eosinophilic Enteritis (IFEE), an emerging cause of abdominal pain in horses: the effect of age, time and geographical location on risk
Archer, D., Costain, D., Sherlock, C. 2/12/2014 In: PLoS ONE. 9, 12, 19 p.
Journal article

Bayesian inference for hybrid discrete-continuous stochastic kinetic models
Sherlock, C., Golightly, A., Gillespie, C. 11/2014 In: Inverse Problems. 30, 11, 22 p.
Journal article

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

Inference for reaction networks using the linear noise approximation
Fearnhead, P., Giagos, V., Sherlock, C. 27/01/2014 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.

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

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. 3/01/2012 In: Epidemiology and Infection. p. 1-12. 12 p.
Journal article

A class of spherical and elliptical distributions with Gaussian-like limit properties
Sherlock, C., Elton, D. 2012 In: International Journal of Statistics and Probability. 2012, 17 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 Lancaster University. 245 p.
Doctoral Thesis

STOR-i Centre for Doctoral Training

Modelling and Inference, STOR-i Centre for Doctoral Training

  • Modelling and Inference
  • STOR-i Centre for Doctoral Training