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Bayesian and Computational Statistics

  1. 2021
  2. Published

    A Probabilistic Assessment of the COVID-19 Lockdown on Air Quality in the UK

    Pinder, T., Hollaway, M., Nemeth, C., Young, P. J. & Leslie, D., 22/04/2021, In: arxiv.org.

    Research output: Contribution to journalJournal article

  3. Forthcoming

    GaussianProcesses.jl: A Nonparametric Bayes package for the Julia Language

    Fairbrother, J., Nemeth, C., Pinder, T., Rischard, M. & Brea, J., 16/04/2021, (Accepted/In press) In: Journal of Statistical Software.

    Research output: Contribution to journalJournal articlepeer-review

  4. Published

    Stochastic gradient Markov chain Monte Carlo

    Nemeth, C. & Fearnhead, P., 30/03/2021, In: Journal of the American Statistical Association. 1116, 533, p. 433-450 18 p.

    Research output: Contribution to journalJournal articlepeer-review

  5. Published

    Examination of risk factors for stroke survival in the presence of missing data and non-proportional hazards

    France, A., 4/01/2021, Lancaster University. 281 p.

    Research output: ThesisDoctoral Thesis

  6. 2020
  7. Published

    Reversible Jump PDMP Samplers for Variable Selection

    Chevallier, A., Fearnhead, P. & Sutton, M., 22/10/2020, In: arxiv.org.

    Research output: Contribution to journalJournal article

  8. Published

    Stein Variational Gaussian Processes

    Pinder, T., Nemeth, C. & Leslie, D., 25/09/2020, In: arXiv.

    Research output: Contribution to journalJournal articlepeer-review

  9. Published

    Bias induced during the estimation of quality-adjusted life-years

    Welsh, A., Costain, D. & Titman, A., 08/2020. 5 p.

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

  10. E-pub ahead of print

    Innovative and Additive Outlier Robust Kalman Filtering with a Robust Particle Filter

    Fisch, A., Eckley, I. & Fearnhead, P., 8/07/2020, In: arXiv.

    Research output: Contribution to journalJournal article

  11. Published

    Motor unit number estimation via sequential Monte Carlo

    Taylor, S., Sherlock, C., Ridall, G. & Fearnhead, P., 1/04/2020, In: Computational Statistics and Data Analysis. 144, 16 p., 106845.

    Research output: Contribution to journalJournal articlepeer-review

  12. Published

    Constrained Dynamic Programming and Supervised Penalty Learning Algorithms for Peak Detection in Genomic Data

    Hocking, T. D., Rigaill, G., Fearnhead, P. & Bourque, G., 31/03/2020, In: Journal of Machine Learning Research. 21, p. 1-40 40 p.

    Research output: Contribution to journalJournal articlepeer-review

  13. Published

    Evolution of supraglacial lakes on the Larsen B ice shelf in the decades before it collapsed

    Leeson, A. A., Forster, E., Rice, A., Gourmelen, N. & Wessem, J. M., 28/02/2020, In: Geophysical Research Letters. 47, 4, e2019GL085591.

    Research output: Contribution to journalJournal articlepeer-review

  14. Published

    Sequential Monte Carlo methods for epidemic data

    Welding, J., 2020, Lancaster University. 262 p.

    Research output: ThesisDoctoral Thesis

  15. 2019
  16. Published

    sgmcmc: An R Package for Stochastic Gradient Markov Chain Monte Carlo

    Baker, J., Fearnhead, P., Fox, E. B. & Nemeth, C. J., 31/10/2019, In: Journal of Statistical Software. 91, 3, p. 1-27 27 p.

    Research output: Contribution to journalJournal articlepeer-review

  17. Published

    Modelling and mathematical analysis of quantum systems

    Alanazy, A., 9/10/2019, Lancaster University. 104 p.

    Research output: ThesisDoctoral Thesis

  18. Published

    Validity and reliability of an online self-report 24-h dietary recall method (Intake24): a doubly labelled water study and repeated-measures analysis

    Foster, E., Lee, C., Imamura, F., Hollidge, S. E., Westgate, K. L., Venables, M. C., Poliakov, I., Rowland, M. K., Osadchiy, T., Bradley, J. C., Simpson, E. L., Adamson, A. J., Olivier, P., Wareham, N., Forouhi, N. G. & Brage, S., 30/09/2019, In: Journal of Nutritional Science. 8, 9 p., e29.

    Research output: Contribution to journalJournal articlepeer-review

  19. Published

    Cross-conjugation increases the conductance of: Meta-connected fluorenones

    Alanazy, A., Leary, E., Kobatake, T., Sangtarash, S., González, M. T., Jiang, H-W., Bollinger, G. R., Agräit, N., Sadeghi, H., Grace, I., Higgins, S. J., Anderson, H. L., Nichols, R. J. & Lambert, C. J., 7/08/2019, In: Nanoscale. 11, 29, p. 13720-13724 5 p.

    Research output: Contribution to journalJournal articlepeer-review

  20. Published

    Detecting changes in slope with an L0 penalty

    Fearnhead, P., Maidstone, R. & Letchford, A., 1/06/2019, In: Journal of Computational and Graphical Statistics. 28, 2, p. 265-275 11 p.

    Research output: Contribution to journalJournal articlepeer-review

  21. 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

  22. 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 journalJournal articlepeer-review

  23. E-pub ahead of print

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

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

    Research output: Contribution to journalJournal articlepeer-review

  24. 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 journalJournal articlepeer-review

  25. Published

    Magic Number Theory of Superconducting Proximity Effects and Wigner Delay Times in Graphene-Like Molecules

    Rakyta, P., Alanazy, A., Kormányos, A., Tajkov, Z., Kukucska, G., Koltai, J., Sangtarash, S., Sadeghi, H., Cserti, J. & Lambert, C. J., 21/03/2019, In: Journal of Physical Chemistry C. 123, 11, p. 6812-6822 11 p.

    Research output: Contribution to journalJournal articlepeer-review

  26. 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 journalJournal articlepeer-review

  27. E-pub ahead of print

    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 journalJournal articlepeer-review

  28. 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 journalJournal articlepeer-review

  29. 2018
  30. 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

  31. 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 journalJournal articlepeer-review

  32. 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

  33. E-pub ahead of print

    Bias-driven conductance increase with length in porphyrin tapes

    Leary, E., Limburg, B., Alanazy, A., Sangtarash, S., Grace, I., Swada, K., Esdaile, L. J., Noori, M., González, M. T., Rubio-bollinger, G., Sadeghi, H., Hodgson, A., Agraït, N., Higgins, S. J., Lambert, C. J., Anderson, H. L. & Nichols, R. J., 12/09/2018, In: Journal of the American Chemical Society.

    Research output: Contribution to journalJournal articlepeer-review

  34. 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 journalJournal articlepeer-review

  35. 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 journalJournal articlepeer-review

  36. 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 journalJournal articlepeer-review

  37. 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

  38. Published

    A linear time method for the detection of point and collective anomalies

    Fisch, A. T. M., Eckley, I. A. & Fearnhead, P., 7/06/2018, In: arXiv.

    Research output: Contribution to journalJournal article

  39. Published
  40. 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 journalJournal articlepeer-review

  41. 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 journalJournal articlepeer-review

  42. 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 journalJournal articlepeer-review

  43. 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 journalJournal articlepeer-review

  44. 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 journalJournal articlepeer-review

  45. 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

  46. 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 journalJournal articlepeer-review

  47. 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 journalJournal articlepeer-review

  48. 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 journalJournal articlepeer-review

  49. 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 journalJournal articlepeer-review

  50. 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

  51. Published

    Statistical modeling and analysis of partially observed infectious diseases

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

    Research output: ThesisDoctoral Thesis

  52. 2017
  53. 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 journalJournal articlepeer-review

  54. 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 journalJournal articlepeer-review

  55. 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 journalJournal articlepeer-review

  56. 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 journalJournal articlepeer-review

  57. 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 journalJournal articlepeer-review

  58. 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 journalJournal articlepeer-review

  59. 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 journalJournal articlepeer-review

  60. 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 journalJournal articlepeer-review

  61. 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 journalJournal articlepeer-review

  62. 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 journalJournal articlepeer-review

  63. 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 journalJournal articlepeer-review

  64. Published

    The autoregressive stochastic block model with changes in structure

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

    Research output: ThesisDoctoral Thesis

  65. 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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