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Statistical Artificial Intelligence

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  1. 2022
  2. Published

    Variability in Antarctic surface climatology across regional climate models and reanalysis datasets

    Carter, J., Leeson, A., Orr, A., Kittel, C. & van Wessem, J. M., 23/09/2022, In: The Cryosphere. 16, 9, p. 3815–3841 27 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  3. Forthcoming

    Continuously-Tempered PDMP samplers

    Sutton, M., Salomone, R., Chevallier, A. & Fearnhead, P., 14/09/2022, (Accepted/In press) In: Advances in Neural Information Processing Systems. 35, 28293--28304

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  4. Published

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

    Fisch, A. T. M., Eckley, I. A. & Fearnhead, P., 31/08/2022, In: Statistical Analysis and Data Mining. 15, 4, p. 494-508 15 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  5. Published

    Real time anomaly detection and categorisation

    Fisch, A. T. M., Bardwell, L. & Eckley, I. A., 31/08/2022, In: Statistics and Computing. 32, 4, 15 p., 55.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  6. Published

    Consistency of a range of penalised cost approaches for detecting multiple changepoints

    Zheng, C., Eckley, I. & Fearnhead, P., 30/08/2022, In: Electronic Journal of Statistics. 16, 2, p. 4497-4546 50 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  7. Published

    cpop: Detection of Multiple Changes in Slope in Univariate Time-Series

    Grose, D. & Fearnhead, P., 23/08/2022

    Research output: Exhibits, objects and web-based outputs › Software

  8. Published

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

    Vyner, C., Nemeth, C. & Sherlock, C., 8/08/2022.

    Research output: Working paper › Preprint

  9. Published

    Scalable change-point and anomaly detection in cross-correlated data with an application to condition monitoring

    Tveten, M., Eckley, I. & Fearnhead, P., 30/06/2022, In: Annals of Applied Statistics. 16, 2, p. 721-743 23 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  10. Published

    Semi-Exact Control Functionals From Sard's Method

    South, L., Karvonen, T., Nemeth, C., Girolami, M. & Oates, C. J., 30/06/2022, In: Biometrika. 109, 2, p. 351-367 17 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  11. Published

    Stochastic smoothing of point processes for wildlife-vehicle collisions on road networks

    Borrajo, M. I., Comas, C., Costafreda-Aumedes, S. & Mateu, J., 30/06/2022, In: Stochastic Environmental Research and Risk Assessment. 36, 6, p. 1563-1577 15 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  12. Published

    Subset Multivariate Collective And Point Anomaly Detection

    Fisch, A., Eckley, I. & Fearnhead, P., 30/06/2022, In: Journal of Computational and Graphical Statistics. 31, 2, p. 574-585 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  13. Published

    Modelling Populations of Interaction Networks via Distance Metrics

    Bolt, G., Lunagómez, S. & Nemeth, C., 20/06/2022.

    Research output: Working paper › Preprint

  14. Published

    Distances for Comparing Multisets and Sequences

    Bolt, G., Lunagómez, S. & Nemeth, C., 17/06/2022, Arxiv.

    Research output: Working paper › Preprint

  15. Published

    Bayesian quantile and expectile optimisation

    Picheny, V., Moss, H., Torossian, L. & Durrande, N., 5/05/2022, Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence (UAI 2022),. Cussens, J. & Zhang, K. (eds.). PMLR, p. 1623-1633 11 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  16. Published

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

    Fairbrother, J., Nemeth, C., Pinder, T., Rischard, M. & Brea, J., 30/04/2022, In: Journal of Statistical Software. 102, 1, p. 1-36 36 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  17. Published

    SGMCMCJax: a lightweight JAX library for stochastic gradient Markov chain Monte Carlo algorithms

    Coullon, J. & Nemeth, C., 18/04/2022, In: Journal of Open Source Software. 7, 72, 2 p., 4113.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  18. Published

    Wildmeat consumption and child health in Amazonia

    Torres, P., Morsello, C., Orellana, J. D. Y., Almeida, O., De Oliveira Moraes, A., Chacon Montalvan, E., Pinto, M., Fink, M., Freire, M. & Parry, L., 6/04/2022, In: Scientific Reports. 12, 1, 14 p., 5213.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  19. Published

    Efficient computation of the volume of a polytope in high-dimensions using Piecewise Deterministic Markov Processes

    Chevallier, A., Cazals, F. & Fearnhead, P., 28/03/2022, In: Proceedings of Machine Learning Research. 151, p. 10146-10160 15 p.

    Research output: Contribution to Journal/Magazine › Conference article › peer-review

  20. Published

    Modeling of Waiting Lists for Chronic Heart Failure in the Wake of the Covid-19 Pandemic

    Wise, A., Heib, A., Morgan, L., Currie, C., Champneys, A., Nadarajah, R., Gale, C. & Mamas, M., 23/02/2022, 2021 Winter Simulation Conference, WSC 2021. IEEE, p. 1-11 11 p. 9715505. (Proceedings - Winter Simulation Conference; vol. 2021-December).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  21. Published

    Generalized Functional Pruning Optimal Partitioning (GFPOP) for Constrained Changepoint Detection in Genomic Data

    Hocking, T. D., Rigaill, G., Fearnhead, P. & Bourque, G., 7/02/2022, In: Journal of Statistical Software. 101, 10, 31 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  22. Published

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

    Fisch, A., Eckley, I. & Fearnhead, P., 31/01/2022, In: IEEE Transactions on Signal Processing. 70, p. 47-56 10 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  23. 2021
  24. Published

    Filtered Poisson process bandit on a continuum

    Grant, J. & Szechtman, R., 31/12/2021, In: European Journal of Operational Research. 295, 2, p. 575-586 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  25. Published

    Decentralized Q-learning in Zero-sum Markov Games

    Sayin, M. O., Zhang, K., Leslie, D., Basar, T. & Ozdaglar, A., 6/12/2021. 35 p.

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

  26. Published

    Changes in microbial utilization and fate of soil carbon following the addition of different fractions of anaerobic digestate to soils

    Cattin, M., Semple, K., Stutter, M., Romano, G., Lag Brotons, A., Parry, C. & Surridge, B., 30/11/2021, In: European Journal of Soil Science. 72, 6, p. 2398-2413 16 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  27. Published

    The Goldenshluger-Lepski Method for Constrained Least-Squares Estimators over RKHSs

    Page, S. & Grunewalder, S., 30/11/2021, In: Bernoulli. 27, 4, p. 2241 - 2266 16 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  28. Published

    Novel Methods for Efficient Changepoint Detection

    Romano, G., 11/11/2021, Lancaster University. 126 p.

    Research output: Thesis › Doctoral Thesis

  29. Published

    crops: Changepoints for a Range of Penalties (CROPS)

    Grose, D. (Developer) & Fearnhead, P. (Developer), 4/11/2021

    Research output: Exhibits, objects and web-based outputs › Software

  30. Published

    A computationally efficient, high-dimensional multiple changepoint procedure with application to global terrorism incidence

    Tickle, S. O., Eckley, I. A. & Fearnhead, P., 31/10/2021, In: Journal of the Royal Statistical Society: Series A Statistics in Society. 184, 4, p. 1303-1325 23 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  31. Published

    Using the electromagnetic spectrum

    Accettulli-Huber, M., Allwright, D., Berman, D. S., Campillo-Funollet, E., Date, P. & Gonzo, R., 29/09/2021, Cambridge University Press.

    Research output: Other contribution

  32. Published

    FINN.no Slates Dataset: A new Sequential Dataset Logging Interactions, all Viewed Items and Click Responses/No-Click for Recommender Systems Research

    Eide, S., Frigessi, A., Jenssen, H., Leslie, D., Rishaug, J. & Verrewaere, S., 13/09/2021, RecSys '21: Fifteenth ACM Conference on Recommender Systems. New York: ACM, p. 556-558 3 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  33. Published

    Empowering the crowd: feasible strategies for epidemic management in high-density informal settlements. The case of COVID-19 in Northwest Syria

    Pascual-García, A., Klein, J. D., Villers, J., Campillo-Funollet, E. & Sarkis, C., 31/08/2021, In: BMJ Global Health. 6, 8, 14 p., e004656.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  34. Published

    Oblivious Data for Fairness with Kernels

    Grunewalder, S. & Khaleghi, A., 31/08/2021, In: Journal of Machine Learning Research. 22, 36 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  35. Published

    On consistent and rate optimal estimation of the missing mass

    Ayed, F., Battiston, M., Camerlenghi, F. & Favaro, S., 31/08/2021, In: Annales de l'institut Henri Poincare (B) Probability and Statistics. 57, 3, p. 1476-1494 19 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  36. Published

    Predicting and forecasting the impact of local outbreaks of COVID-19: use of SEIR-D quantitative epidemiological modelling for healthcare demand and capacity

    Campillo-Funollet, E., Yperen, J. V., Allman, P., Bell, M., Beresford, W., Clay, J., Dorey, M., Evans, G., Gilchrist, K., Memon, A., Pannu, G., Walkley, R., Watson, M. & Madzvamuse, A., 30/08/2021, In: International Journal of Epidemiology. 50, 4, p. 1103-1113 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  37. Published

    Rainfall variability and adverse birth outcomes in Amazonia

    Chacon Montalvan, E., Taylor, B., Da Cunha, G., Davies, G., Orellana, J. & Parry, L., 31/07/2021, In: Nature Sustainability. 4, 7, p. 583-594 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  38. Published

    Robust Function-on-Function Regression

    Hullait, H., Leslie, D., Pavlidis, N. & King, S., 31/07/2021, In: Technometrics. 63, 3, p. 396-409 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  39. Published

    Corrigendum to “Using a meta-analysis approach to understand complexity in soil biodiversity and phosphorus acquisition in plants” [Soil Biol. Biochem. 142 (2020) 107695] (Soil Biology and Biochemistry (2020) 142, (S0038071719303591), (10.1016/j.soilbio.2019.107695))

    Mezeli, M. M., Page, S., George, T. S., Neilson, R., Mead, A., Blackwell, M. S. A. & Haygarth, P. M., 30/06/2021, In: Soil Biology and Biochemistry. 157, 108145.

    Research output: Contribution to Journal/Magazine › Comment/debate › peer-review

  40. Published

    An integrated framework for quantifying immune-tumour interactions in a 3D co-culture model

    Al-Hity, G., Yang, F., Campillo-Funollet, E., Greenstein, A. E., Hunt, H., Mampay, M., Intabli, H., Falcinelli, M., Madzvamuse, A., Venkataraman, C. & Flint, M. S., 24/06/2021, In: Communications Biology. 4, 1, 12 p., 781.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  41. Published

    Inferring the mixing properties of an ergodic process

    Khaleghi, A. & Lugosi, G., 15/06/2021, In: arXiv.org. 28 p.

    Research output: Contribution to Journal/Magazine › Journal article

  42. Published

    Gaussian Processes on Hypergraphs

    Pinder, T., Turnbull, K., Nemeth, C. & Leslie, D., 3/06/2021.

    Research output: Working paper › Preprint

  43. Published

    Efficient and Generalizable Tuning Strategies for Stochastic Gradient MCMC

    Coullon, J., South, L. & Nemeth, C., 27/05/2021, Arxiv.

    Research output: Working paper › Preprint

  44. Published

    Dynamic Slate Recommendation with Gated Recurrent Units and Thompson Sampling

    Eide, S., Leslie, D. S. & Frigessi, A., 30/04/2021, In: arxiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

  45. 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 Journal/Magazine › Journal article

  46. Published

    Live-cell single-molecule tracking highlights requirements for stable Smc5/6 chromatin association in vivo

    Etheridge, T. J., Villahermosa, D., Campillo-Funollet, E., Herbert, A. D., Irmisch, A., Watson, A. T., Dang, H. Q., Osborne, M. A., Oliver, A. W., Carr, A. M. & Murray, J. M., 16/04/2021, In: eLife. 10, 19 p., e68579.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  47. 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 Journal/Magazine › Journal article › peer-review

  48. Published

    Replication dynamics of recombination-dependent replication forks

    Naiman, K., Campillo-Funollet, E., Watson, A. T., Budden, A., Miyabe, I. & Carr, A. M., 10/02/2021, In: Nature Communications. 12, 1, 11 p., 923.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  49. Published

    Consistent estimation of small masses in feature sampling

    Battiston, M., Ayed, F., Camerlenghi, F. & Favaro, S., 31/01/2021, In: Journal of Machine Learning Research. 22, 6, p. 1-28 28 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  50. Published

    The Role of Digital Technologies in Responding to the Grand Challenges of the Natural Environment: The Windermere Accord

    Blair, G., Bassett, R., Bastin, L., Beevers, L., Borrajo Garcia, M., Brown, M., Dance, S., Dionescu, A., Edwards, L., Ferrario, M. A., Fraser, R., Fraser, H., Gardner, S., Henrys, P. A., Hey, T., Homann, S., Huijbers, C., Hutchison, J., Jonathan, P. & Lamb, R. & 21 others, Laurie, S., Leeson, A., Leslie, D., McMillan, M., Nundloll, V., Oyebamiji, O., Phillipson, J., Pope, V., Prudden, R., Reis, S., Salama, M., Samreen, F., Sejdinovic, D., Simm, W., Street, R., Thornton, L., Towe, R., Vande Hey, J. D., Vieno, M., Waller, J. & Watkins, J., 8/01/2021, In: Patterns. 2, 1, 8 p., 100156.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  51. Published

    General-purpose Information-theoretical Bayesian Optimisation: A thesis by acronyms

    Moss, H., 2021, Lancaster University. 213 p.

    Research output: Thesis › Doctoral Thesis

  52. 2020
  53. Published

    BOSS: Bayesian Optimization over String Spaces

    Moss, H., Beck, D., Gonzalez, J., Leslie, D. & Rayson, P., 1/12/2020, Advances in Neural Information Processing Systems. 2020 ed. MIT Press, Vol. 2020-December. p. 15476-15486 11 p. (Advances in Neural Information Processing Systems).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

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