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Statistical Artificial Intelligence

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  1. 2025
  2. Published

    Stochastic Gradient MCMC for Nonlinear State Space Models*

    Aicher, C., Putcha, S., Nemeth, C., Fearnhead, P. & Fox, E. B., 31/03/2025, In: Bayesian Analysis. 20, 1, p. 1385-1407 23 p.

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

  3. Published

    Advances in Bayesian Computation: Bridging Modern Machine Learning and Traditional Monte Carlo Methods

    Cabezas Gonzalez, A., 18/03/2025, Lancaster University. 177 p.

    Research output: Thesis › Doctoral Thesis

  4. Published

    Poisson-FOCuS: An Efficient Online Method for Detecting Count Bursts with Application to Gamma Ray Burst Detection

    Ward, K., Dilillo, G., Eckley, I. & Fearnhead, P., 2/01/2025, In: Journal of the American Statistical Association. 120, 549, p. 7-19 13 p.

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

  5. 2024
  6. Forthcoming

    Federated χ-armed Bandit with Flexible Personalisation

    Arabzadeh, A., Grant, J. A. & Leslie, D. S., 27/11/2024, (Accepted/In press) In: Transactions on Machine Learning Research. 2024, 15 p.

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

  7. Published

    PDMP Monte Carlo methods for piecewise-smooth densities

    Chevallier, A., Power, S., Wang, A. Q. & Fearnhead, P., 7/11/2024, In: Advances in Applied Probability. 56, 4, p. 1153-1194 42 p.

    Research output: Contribution to Journal/Magazine › Journal article

  8. Published

    Latent Space Modelling of Hypergraph Data

    Turnbull, K., Lunagomez, S., Nemeth, C. & Airoldi, E., 31/10/2024, In: Journal of the American Statistical Association. 119, 548, p. 2634-2646 13 p.

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

  9. Published

    Tropical geometric tools for machine learning: the TML package

    Barnhill, D., Yoshida, R., Aliatimis, G. & Miura, K., 5/10/2024, In: Journal of Software for Algebra and Geometry. 14, 1, p. 133-174 42 p.

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

  10. Forthcoming

    Markovian Flow Matching: Accelerating MCMC with Continuous Normalizing Flows

    Cabezas Gonzalez, A., Sharrock, L. & Nemeth, C., 25/09/2024, (Accepted/In press) In: Advances in Neural Information Processing Systems.

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

  11. Published

    Federated $\mathcal{X}$-armed Bandit with Flexible Personalisation

    Arabzadeh, A., Grant, J. A. & Leslie, D. S., 11/09/2024, Arxiv.

    Research output: Working paper › Preprint

  12. Published

    anomaly: Detection of Anomalous Structure in Time Series Data

    Fisch, A., Grose, D., Eckley, I. A., Fearnhead, P. & Bardwell, L., 29/08/2024, In: Journal of Statistical Software. 110, 1, p. 1-24 24 p., 1.

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

  13. Published

    Bayesian hierarchical model for bias-correcting climate models

    Carter, J., Chacón-Montalván, E. A. & Leeson, A., 31/07/2024, In: Geoscientific Model Development. 17, 14, p. 5733-5757 25 p.

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

  14. Published

    High-dimensional time series segmentation via factor-adjusted vector autoregressive modelling

    Cho, H., Maeng, H., Eckley, I. A. & Fearnhead, P., 2/07/2024, In: Journal of the American Statistical Association. 119, 547, p. 2038-2050 13 p.

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

  15. Published

    Tropical Logistic Regression Model on Space of Phylogenetic Trees

    Aliatimis, G., Yoshida, R., Boyacı, B. & Grant, J., 2/07/2024, In: Bulletin of Mathematical Biology. 86, 99.

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

  16. Published

    cpop: Detecting changes in piecewise-linear signals

    Grose, D. & Fearnhead, P., 29/05/2024, In: Journal of Statistical Software. 109, 7, p. 1-30 30 p., 7.

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

  17. Published

    Robust Bayesian nonparametric variable selection for linear regression

    Cabezas, A., Battiston, M. & Nemeth, C., 27/05/2024, In: Stat. 13, 2, e696.

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

  18. Published

    Automatic Change-Point Detection in Time Series via Deep Learning

    Li, J., Fearnhead, P., Fryzlewicz, P. & Wang, T., 12/04/2024, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 86, 2, p. 273-285 13 p.

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

  19. Published

    Scalable Bayesian Inference Using Stochastic Gradient Markov Chain Monte Carlo

    Putcha, S., 6/03/2024, Lancaster University. 161 p.

    Research output: Thesis › Doctoral Thesis

  20. Published

    Hasimoto frames and the Gibbs measure of the periodic nonlinear Schrödinger equation

    Blower, G., Khaleghi, A. & Kuchemann-Scales, M., 1/02/2024, In: Journal of Mathematical Physics. 65, 2, 022705.

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

  21. Published

    A Log-Linear Non-Parametric Online Changepoint Detection Algorithm based on Functional Pruning

    Romano, G., Eckley, I. & Fearnhead, P., 31/01/2024, In: IEEE Transactions on Signal Processing. 72, p. 594 - 606 13 p.

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

  22. Published

    Statistical approaches for understanding and correcting systematic errors in climate model estimates of Antarctic surface climatology.

    Carter, J., 2024, Lancaster University. 179 p.

    Research output: Thesis › Doctoral Thesis

  23. 2023
  24. Published

    Characterising the ice sheet surface in North East Greenland using Sentinel-1 SAR data

    Shu, Q., Killick, R., Leeson, A., Nemeth, C., Fettweis, X., Hogg, A. & Leslie, D., 31/12/2023, In: Journal of Glaciology. 69, 278, p. 1834-1845 12 p.

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

  25. 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/Magazine › Journal article › peer-review

  26. Published

    A stochastic game framework for patrolling a border

    Darlington, M., Glazebrook, K., Shone, R., Leslie, D. & Szechtman, R., 16/12/2023, In: European Journal of Operational Research. 311, 3, p. 1146-1158 13 p.

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

  27. Published

    Statistical Methods for Samples of Interaction Networks

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

    Research output: Thesis › Doctoral Thesis

  28. 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/Magazine › Journal article › peer-review

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