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Bayesian and Computational Statistics

  1. 2024
  2. Forthcoming

    Tuning-Free Maximum Likelihood Training of Latent Variable Models via Coin Betting

    Sharrock, L., Dodd, D. & Nemeth, C., 19/01/2024, (Accepted/In press) In: Proceedings of Machine Learning Research.

    Research output: Contribution to Journal/MagazineConference articlepeer-review

  3. Published

    Big Data Epidemics

    Simon, B., 2024, Lancaster University. 309 p.

    Research output: ThesisDoctoral Thesis

  4. 2023
  5. Published

    SwISS: A Scalable Markov chain Monte Carlo Divide-and-Conquer Strategy

    Vyner, C., Nemeth, C. & Sherlock, C., 31/12/2023, In: Stat. 12, 1, 11 p., e523.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  6. Published

    Statistical Methods for Samples of Interaction Networks

    Bolt, G., 12/2023, Lancaster University. 255 p.

    Research output: ThesisDoctoral Thesis

  7. Published

    Inference on extended-spectrum beta-lactamase Escherichia coli and Klebsiella pneumoniae data through SMC2

    Rimella, L., Alderton, S., Sammarro, M., Rowlingson, B., Cocker, D., Feasey, N., Fearnhead, P. & Jewell, C., 30/11/2023, In: Journal of the Royal Statistical Society: Series C (Applied Statistics). 72, 5, p. 1435–1451

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  8. E-pub ahead of print

    Latent Space Modelling of Hypergraph Data

    Turnbull, K., Lunagomez, S., Nemeth, C. & Airoldi, E., 23/10/2023, (E-pub ahead of print) In: Journal of the American Statistical Association.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  9. Published

    Concave-Convex PDMP-based sampling

    Sutton, M. & Fearnhead, P., 2/10/2023, In: Journal of Computational and Graphical Statistics. 32, 4, 22 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  10. Forthcoming

    Learning Rate Free Bayesian Inference in Constrained Domains

    Sharrock, L., Mackey, L. & Nemeth, C., 21/09/2023, (Accepted/In press) In: Advances in Neural Information Processing Systems. 37

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  11. Published

    Bayesian additive regression trees for genotype by environment interaction models

    Sarti, D., Batista Do Prado, E., Inglis, A., Lemos dos Santos, A., Hurley, C., de Andrade Moral, R. & Parnell, A. C., 1/09/2023, In: Annals of Applied Statistics. 17, 3, p. 1936-1957 22 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  12. Published

    Modelling the age-prevalence relationship in schistosomiasis: A secondary data analysis of school-aged-children in Mangochi District, Lake Malawi.

    Reed, A., O'Ferrall, A., Kayuni, S., Baxter, H., Stanton, M., Stothard, J. R. & Jewell, C., 31/08/2023, In: Parasite epidemiology and control. 22, e00303.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  13. Published

    Online parameter estimation for the McKean–Vlasov stochastic differential equation

    Sharrock, L., Kantas, N., Parpas, P. & Pavliotis, G. A., 31/08/2023, In: Stochastic Processes and their Applications. 162, p. 481-546 66 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  14. Published

    Investigating One Health risks for human colonisation with extended spectrum β-lactamase-producing Escherichia coli and Klebsiella pneumoniae in Malawian households: a longitudinal cohort study

    Cocker, D., Chidziwisano, K., Mphasa, M., Mwapasa, T., Lewis, J. M., Rowlingson, B., Sammarro, M., Bakali, W., Salifu, C., Zuza, A., Charles, M., Mandula, T., Maiden, V., Amos, S., Jacob, S. T., Kajumbula, H., Mugisha, L., Musoke, D., Byrne, R., Edwards, T., & 7 othersLester, R., Elviss, N., Roberts, A. P., Singer, A. C., Jewell, C., Morse, T. & Feasey, N. A., 31/07/2023, In: The Lancet. Microbe. 4, 7, p. e534-e543 10 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  15. Published

    Reversible Jump PDMP Samplers for Variable Selection

    Chevallier, A., Fearnhead, P. & Sutton, M., 31/07/2023, In: Journal of the American Statistical Association. 118, 544, p. 2915-2927

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  16. Published

    Coin Sampling: Gradient-Based Bayesian Inference without Learning Rates

    Sharrock, L. & Nemeth, C., 23/07/2023, In: Proceedings of Machine Learning Research. 202, p. 30850-30882 33 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  17. Published

    Risk Factors, Temporal Dependence, and Seasonality of Human extended-spectrum β-lactamases-producing<i>Escherichia coli</i>and<i>Klebsiella pneumoniae</i>Colonization in Malawi: A Longitudinal Model-based Approach

    Sammarro, M., Rowlingson, B., Cocker, D., Chidziwisano, K., Jacob, S. T., Kajumbula, H., Mugisha, L., Musoke, D., Lester, R., Morse, T., Feasey, N. & Jewell, C., 5/07/2023, In: Clinical Infectious Diseases. 77, 1, p. 1-8 8 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  18. Published

    Contact patterns of UK home delivery drivers and their use of protective measures during the COVID-19 pandemic: a cross-sectional study

    Bridgen, J. R. E., Wei, H., Whitfield, C., Han, Y., Hall, I., Jewell, C. P., van Tongeren, M. J. A. & Read, J. M., 30/06/2023, In: Occupational and Environmental Medicine. 80, 6, p. 333-338 6 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  19. Published

    Hug and Hop: a discrete-time, nonreversible Markov chain Monte Carlo algorithm

    Ludkin, M. & Sherlock, C., 30/06/2023, In: Biometrika. 110, 2, p. 301-318 18 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  20. Published

    Individual and population level costs and health-related quality of life outcomes of third-generation cephalosporin resistant bloodstream infection in Blantyre, Malawi

    Lester, R., Mango, J., Mallewa, J., Jewell, C. P., Lalloo, D. A., Feasey, N. A., Maheswaran, H. & Muniyandi, M. (ed.), 22/06/2023, In: PLOS Global Public Health. 3, 6, e0001589.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  21. Forthcoming

    Stochastic Gradient MCMC for Nonlinear State Space Models

    Aicher, C., Putcha, S., Nemeth, C., Fearnhead, P. & Fox, E. B., 8/06/2023, (Accepted/In press) In: Bayesian Analysis.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  22. Published
  23. Published

    Learning Rate Free Bayesian Inference in Constrained Domains

    Sharrock, L., Mackey, L. & Nemeth, C., 24/05/2023.

    Research output: Working paperPreprint

  24. Published

    Air Pollution Exposure Among Adult Chronic Airway Disease Patients in the Gambia: A Pilot Case-control Study

    Awokola, B. I., Mohammed, N., Okello, G., Johnson, O., Jatta, M. L., Susso, M., Gibba, A., Ndow, P., Awokola, E., Amusa, G. A., Jewell, C. P., Devereux, G., Mortimer, K. J. & Erhart, A., 1/05/2023, In: American Journal of Respiratory and Critical Care Medicine. 207, 1 p.

    Research output: Contribution to Journal/MagazineMeeting abstractpeer-review

  25. Published

    Sequential Estimation of Temporally Evolving Latent Space Network Models

    Turnbull, K., Nemeth, C., Nunes, M. & McCormick, T., 31/03/2023, In: Computational Statistics and Data Analysis. 179, 107627.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  26. Published

    Exact Bayesian inference for discretely observed Markov Jump Processes using finite rate matrices

    Sherlock, C. & Golightly, A., 31/01/2023, In: Journal of Computational and Graphical Statistics. 32, 1, p. 36-48 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  27. Published

    Contributions to Divide-and-Conquer MCMC

    Vyner, C., 2023, Lancaster University. 147 p.

    Research output: ThesisDoctoral Thesis

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