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Bayesian and Computational Statistics

  1. 2019
  2. Published

    Weaving the Topics of CHI: Using Citation Network Analysis to Explore Emerging Trends

    Lee, T. M. C., Garbett, A., Wang, J., Hu, B. & Jackson, D., 4/05/2019, Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

  3. Published

    Control variates for stochastic gradient MCMC

    Baker, J., Fearnhead, P., Fox, E. B. & Nemeth, C., 1/05/2019, In: Statistics and Computing. 29, 3, p. 599-615 17 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  4. E-pub ahead of print

    A hierarchical model of non-homogeneous Poisson processes for Twitter retweets

    Lee, C. & Wilkinson, D. J., 30/04/2019, (E-pub ahead of print) In: Journal of the American Statistical Association. 115, 529, p. 1-15 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  5. Published

    Dog owners are more likely to meet physical activity guidelines than people without a dog: An investigation of the association between dog ownership and physical activity levels in a UK community

    Westgarth, C., Christley, R. M., Jewell, C., German, A. J., Boddy, L. M. & Christian, H. E., 18/04/2019, In: Scientific Reports. 9, 1, 10 p., 5704.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  6. Published

    Changepoint Detection in the Presence of Outliers

    Fearnhead, P. & Rigaill, G., 1/04/2019, In: Journal of the American Statistical Association. 114, 525, p. 169-183 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  7. Published

    Small animal disease surveillance: Gastrointestinal disease, antibacterial prescription and Tritrichomonas foetus

    Singleton, D. A., Arsevska, E., Smyth, S., Barker, E. N., Jewell, C., Brant, B., Sánchez-Vizcaíno, F., Dawson, S., Pinchbeck, G. L., Noble, P. J. M., Jones, P. H. & Radford, A. D., 14/02/2019, In: Veterinary Record. 184, 7, p. 211-216 6 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  8. E-pub ahead of print

    Efficient sampling of conditioned Markov jump processes

    Golightly, A. & Sherlock, C. G., 13/02/2019, (E-pub ahead of print) In: Statistics and Computing. 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  9. Published

    The Zig-Zag Process and Super-Efficient Sampling for Bayesian Analysis of Big Data

    Bierkens, J., Fearnhead, P. & Roberts, G., 13/02/2019, In: Annals of Statistics. 47, 3, p. 1288-1320 33 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  10. Published

    Fast Nonconvex Deconvolution of Calcium Imaging Data

    Jewell, S., Hocking, T. D., Fearnhead, P. & Witten, D., 8/02/2019, In: Biostatistics. 21, 4

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  11. Published

    Stochastic Gradient MCMC for Nonlinear State Space Models

    Aicher, C., Putcha, S., Nemeth, C., Fearnhead, P. & Fox, E. B., 29/01/2019, In: arXiv.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  12. Published

    Most recent changepoint detection in Panel data

    Bardwell, L., Fearnhead, P. N., Eckley, I. A., Smith, S. & Spott, M., 2/01/2019, In: Technometrics. 61, 1, p. 88-98 11 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  13. 2018
  14. Published

    A study of tuberculosis in road traffic-killed badgers on the edge of the British bovine TB epidemic area

    Sandoval Barron, E., Swift, B., Chantrey, J., Christley, R., Gardner, R., Jewell, C., McGrath, I., Mitchell, A., O’Cathail, C., Prosser, A., Ridout, S., Sanchez-Cabezudo, G., Smith, N., Timofte, D., Williams, N. & Bennett, M., 6/12/2018, In: Scientific Reports. 8, 1, 8 p., 17206.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  15. Published

    Large-Scale Stochastic Sampling from the Probability Simplex

    Baker, J., Fearnhead, P., Fox, E. B. & Nemeth, C., 3/12/2018, p. 6722-6732 . 11 p.

    Research output: Contribution to conference - Without ISBN/ISSN Conference paperpeer-review

  16. Published

    Dynamics of the 2004 avian influenza H5N1 outbreak in Thailand: The role of duck farming, sequential model fitting and control

    Retkute, R., Jewell, C. P., Van Boeckel, T. P., Zhang, G., Xiao, X., Thanapongtharm, W., Keeling, M., Gilbert, M. & Tildesley, M. J., 1/11/2018, In: Preventive Veterinary Medicine. 159, p. 171-181 11 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  17. Published

    Dynamic stochastic block models: Parameter estimation and detection of changes in community structure

    Ludkin, M., Neal, P. J. & Eckley, I. A., 11/2018, In: Statistics and Computing. 28, 6, p. 1201-1213 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  18. Published

    Quantifying the Infectiousness of Post-Kala-Azar Dermal Leishmaniasis Toward Sand Flies.

    Mondal, D., Bern, C., Ghosh, D., Rashid, M., Molina, R., Chowdhury, R., Nath, R., Ghosh, P., Chapman, L., Alim, A., Bilbe, G. & Alvar, J., 24/10/2018, In: Clinical infectious diseases : an official publication of the Infectious Diseases Society of America. 69, 2, p. 251-258

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  19. Published

    The role of case proximity in transmission of visceral leishmaniasis in a highly endemic village in Bangladesh

    Chapman, L. A. C., Jewell, C. P., Spencer, S. E. F., Pellis, L., Datta, S., Chowdhury, R., Bern, C., Medley, G. F. & Hollingsworth, T. D., 8/10/2018, In: PLoS Neglected Tropical Diseases. 12, 10, 29 p., e0006453.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  20. Published

    Towards Large Scale Ad-hoc Teamwork

    Shafipour Yourdshahi, E., Pinder, T., Dhawan, G., Soriano Marcolino, L. & Angelov, P. P., 13/09/2018, 2018 IEEE International Conference on Agents (ICA). IEEE, 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

  21. Published

    Bayesian spatial monotonic multiple regression

    Rohrbeck, C., Costain, D. A. & Frigessi, A., 1/09/2018, In: Biometrika. 105, 3, p. 691-707 17 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  22. Published

    Piecewise Deterministic Markov Processes for Continuous-Time Monte Carlo

    Fearnhead, P. N., Bierkens, J., Pollock, M. & Roberts, G., 13/08/2018, In: Statistical Science. 33, 3, p. 386-412 27 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  23. Published

    Small animal disease surveillance: Pruritus and Pseudomonas skin infections

    Arsevska, E., Singleton, D. A., Jewell, C., Paterson, S., Jones, P. H., Smyth, S., Brant, B., Dawson, S., Noble, P. J. M., Sánchez-Vizcaíno, F. & Radford, A. D., 08/2018, In: Veterinary Record. 183, 6, p. 182-187 6 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  24. Published

    Real-time decision-making during emergency disease outbreaks

    Probert, W., Jewell, C. P., Werkman, M., Fonnesbeck, C., Goto, Y., Runge, M., Sekiguchi, S., Shea, K., Keeling, M. J., Ferrari, M. & Tildesley, M., 24/07/2018, In: PLoS Computational Biology. 14, 7, 18 p., e1006202.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  25. Published

    A network epidemic model for online community commissioning data

    Lee, C., Garbett, A. & Wilkinson, D. J., 1/07/2018, In: Statistics and Computing. 28, 4, p. 891-904 14 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  26. Published

    LearningCircle.io: Lessons Learned from Organising Courses with and without a Dedicated Platform

    Celina, H., Lee, T. M. C., Olivier, P. & Kharrufa, A., 25/06/2018, Proceedings of EdMedia + Innovate Learning 2018 . Waynesville NC: AACE, p. 76-81 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

  27. Published

    Convergence of regression-adjusted approximate Bayesian computation

    Li, W. & Fearnhead, P., 1/06/2018, In: Biometrika. 105, 2, p. 301-318 18 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  28. Published

    On the asymptotic efficiency of approximate Bayesian computation estimators

    Li, W. & Fearnhead, P., 1/06/2018, In: Biometrika. 105, 2, p. 285-299 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  29. Published

    Policy Recommendations From Transmission Modeling for the Elimination of Visceral Leishmaniasis in the Indian Subcontinent.

    Le, R. E., Chapman, L., Coffeng, L., Ruiz-Postigo, J., Olliaro, P., Adams, E., Hasker, E., Boelaert, M., Hollingsworth, T., Medley, G. & de, V. S., 1/06/2018, In: Clinical infectious diseases : an official publication of the Infectious Diseases Society of America. 66, 4, p. S301-S308

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  30. Published

    A Bayesian latent process spatiotemporal regression model for areal count data

    Utazi, C. E., Afuecheta, E. O. & Nnanatu, C., 06/2018, In: Spatial and Spatio-temporal Epidemiology. 25, p. 25-37 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  31. Published

    Model selection for time series of count data

    Alzahrani, N., Neal, P. J., Spencer, S., McKinley, T. & Touloupou, P., 06/2018, In: Computational Statistics and Data Analysis. 122, p. 33-44 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  32. Published

    Piecewise deterministic Markov processes for scalable Monte Carlo on restricted domains

    Bierkens, J., Bouchard-Côté, A., Doucet, A., Duncan, A. B., Fearnhead, P., Lienart, T., Roberts, G. & Vollmer, S. J., 1/05/2018, In: Statistics and Probability Letters. 136, p. 148-154 7 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  33. Published

    ThinkActive: Designing for pseudonymous activity tracking in the classroom

    Garbett, A., Chatting, D., Wilkinson, G., Lee, C. & Kharrufa, A., 20/04/2018, CHI 2018 - Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems: Engage with CHI. Association for Computing Machinery (ACM), 13 p. (Conference on Human Factors in Computing Systems - Proceedings; vol. 2018-April).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

  34. Published

    Efficient model comparison techniques for models requiring large scale data augmentation

    Touloupou, P., Alzahrani, N., Neal, P. J., Spencer, S. & McKinley, T., 03/2018, In: Bayesian Analysis. 13, 2, p. 437-459 23 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  35. Published

    Merging MCMC subposteriors through Gaussian-Process Approximations

    Nemeth, C. & Sherlock, C. G., 03/2018, In: Bayesian Analysis. 13, 2, p. 507-530 24 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  36. Published

    Particle Filters and Data Assimilation

    Fearnhead, P. & Künsch, H., 03/2018, In: Annual Review of Statistics and Its Application. 5, p. 421-449 29 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  37. Published

    Optimal scaling of the independence sampler: theory and practice

    Lee, C. & Neal, P. J., 2/02/2018, In: Bernoulli. 24, 3, p. 1636-1652 17 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  38. Published

    Asymptotics of ABC

    Fearnhead, P., 2018, Handbook of Approximate Bayesian Computation . Sisson, S., Fan, Y. & Beaumont, M. (eds.). CRC Press, p. 269-288 20 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)peer-review

  39. Published

    Brushtail possum (Trichosurus vulpecula) social interactions and their implications for bovine tuberculosis epidemiology

    Rouco, C., Jewell, C., Richardson, K. S., French, N. P., Buddle, B. M. & Tompkins, D. M., 2018, In: Behaviour. 155, 7-9, p. 621-637 17 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  40. Published

    Statistical modeling and analysis of partially observed infectious diseases

    Nnanatu, C., 2018, Lancaster University. 212 p.

    Research output: ThesisDoctoral Thesis

  41. 2017
  42. Published

    Predicting farm-level animal populations using environmental and socioeconomic variables

    van Andel, M., Jewell, C. P., McKenzie, J., Hollings, T., Robinson, A., Burgman, M., Bingham, P. & Carpenter, T., 15/09/2017, In: Preventive Veterinary Medicine. 145, p. 121-132 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  43. Published

    A computationally efficient nonparametric approach for changepoint detection

    Haynes, K., Fearnhead, P. & Eckley, I. A., 09/2017, In: Statistics and Computing. 27, 5, p. 1293-1305 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  44. Published

    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.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  45. Published

    Species distribution models: A comparison of statistical approaches for livestock and disease epidemics

    Hollings, T., Robinson, A., van Andel, M., Jewell, C. P. & Burgman, M., 24/08/2017, In: PLoS ONE. 12, 8, 19 p., e0183626.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  46. Published

    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.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  47. Published

    Investigating brushtail possum (Trichosurus vulpecula) home-range size determinants in a New Zealand native forest.

    Richardson, K., Rouco, C., Jewell, C. P., French, N., Buddle, B. & Tompkins, D. M., 26/06/2017, In: Wildlife Research. 44, 4, p. 316-323 8 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  48. Published

    Adaptive, delayed-acceptance MCMC for targets with expensive likelihoods

    Sherlock, C. G., Golightly, A. & Henderson, D., 1/06/2017, In: Journal of Computational and Graphical Statistics. 26, 2, p. 434-444 11 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  49. Published

    sourceR: Classification and source attribution of infectious agents among heterogeneous populations

    Miller, P., Marshall, J., French, N. & Jewell, C. P., 30/05/2017, In: PLoS Computational Biology. 13, 5, 13 p., e1005564.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  50. Published

    A tutorial introduction to Bayesian inference for stochastic epidemic models using Approximate Bayesian Computation

    Kypraios, T., Neal, P. J. & Prangle, D., 05/2017, In: Mathematical Biosciences. 287, p. 42-53 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  51. Published

    The asymptotic variance of the giant component of configuration model random graphs

    Ball, F. & Neal, P. J., 1/04/2017, In: Annals of Applied Probability. 27, 2, p. 1057-1092 37 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  52. Published

    On the identification and mitigation of weaknesses in the Knowledge Gradient policy for multi-armed bandits

    Edwards, J., Fearnhead, P. & Glazebrook, K. D., 04/2017, In: Probability in the Engineering and Informational Sciences. 31, 2, p. 239-263 25 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  53. Published

    Ensemble modelling and structured decision-making to support Emergency Disease Management

    Webb, C., Ferrari, M., Lindström, T., Carpenter, T., Dürr, S., Garner, G., Jewell, C. P., Stevenson, M., Ward, M., Werkman, M., Backer, J. & Tildesley, M., 1/03/2017, In: Preventive Veterinary Medicine. 138, p. 124-133 10 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  54. Published

    Collapsing of non-centered parameterised MCMC algorithms with applications to epidemic models

    Neal, P. J. & Xiang, F., 03/2017, In: Scandinavian Journal of Statistics. 44, 1, p. 81-96 16 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  55. Published

    Computationally efficient changepoint detection for a range of penalties

    Haynes, K., A. Eckley, I. & Fearnhead, P., 02/2017, In: Journal of Computational and Graphical Statistics. 26, 1, p. 134-143 10 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  56. Published

    Bayesian detection of abnormal segments in multiple time series

    Bardwell, L. & Fearnhead, P., 01/2017, In: Bayesian Analysis. 12, 1, p. 193-218 26 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  57. Published

    Geometric Representations of Random Hypergraphs

    Lunagomez Coria, S., Mukherjee, S., Wolpert, R. & Airoldi, E., 2017, In: Journal of the American Statistical Association. 112, 517, p. 363-383 20 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  58. Published

    The autoregressive stochastic block model with changes in structure

    Ludkin, M. R., 2017, Lancaster University. 179 p.

    Research output: ThesisDoctoral Thesis

  59. Unpublished

    The challenges of living with Ankylosing Spondylitis/Axial SpA throughout the life course: A prospective longitudinal study of the first 3 years from diagnosis.

    Martindale, J., Gladston Chelliah, E., Milan, S. J., Nnanatu, C. & Goodacre, J. A., 2017, (Unpublished).

    Research output: Contribution to conference - Without ISBN/ISSN Posterpeer-review

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