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Statistical Artificial Intelligence

  1. 2019
  2. 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

  3. 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

  4. Published

    Bayesian emulation and calibration of an individual-based model of microbial communities

    Oyebamiji, O. K., Wilkinson, D., Li, B., Jayathilake, P. G., Zuliani, P. & Curtis, T., 01/2019, In: Journal of Computational Science. 30, p. 194-208 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  5. Published

    Producing Policy-relevant Science by Enhancing Robustness and Model Integration for the Assessment of Global Environmental Change

    Warren, R. F., Edwards, N. R., Barbonneau, F., Bacon, P. M., Dietrich, J. P., Ford, R. W., Garthwaite, P., Gerten, D., Goswami, S., Haurie, A., Hiscock, K., Holden, P., Hyde, M. R., Joshi, S. R., Kanudia, A., Labriet, M., Liembach, M., Oyebamiji, O. K., Osborn, T. & Pizzileo, B. & 7 others, Popp, A., Price, J., Riley, G., Schaphoff, S., Slavin, P., Vielle, M. & Wallace, C., 01/2019, In: Environmental Modelling and Software. 111, p. 248-258 11 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  6. Published
  7. Published

    Large-scale Bayesian computation using Stochastic Gradient Markov Chain Monte Carlo

    Baker, J., 2019, Lancaster University. 221 p.

    Research output: ThesisDoctoral Thesis

  8. Published

    Reproducing-Kernel Hilbert space regression with notes on the Wasserstein Distance

    Page, S., 2019, Lancaster University. 262 p.

    Research output: ThesisDoctoral Thesis

  9. Published

    Sequential decision problems in online education

    Pike-Burke, C., 2019, Lancaster University. 276 p.

    Research output: ThesisDoctoral Thesis

  10. 2018
  11. 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

  12. Published

    Bandit learning in concave N-player games

    Bravo, M., Leslie, D. S. & Mertikopoulos, P., 2/12/2018, NeurIPS Proceedings. p. 5661-5671 11 p.

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

  13. Published

    changepoint.mv: Changepoint Analysis for Multivariate Time Series

    Grose, D. (Developer), Fearnhead, P. (Artist), Eckley, I. (Artist) & Bardwell, L. (Artist), 29/11/2018

    Research output: Exhibits, objects and web-based outputsSoftware

  14. Published

    Dynamic Classification using Multivariate Locally Stationary Wavelet Processes

    Park, T., Eckley, I. A. & Ombao, H. C., 11/2018, In: Signal Processing. 152, p. 118-129 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  15. 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

  16. Published

    A test for the absence of aliasing or white noise in locally stationary wavelet time series

    Eckley, I. A. & Nason, G. P., 24/09/2018, In: Biometrika. 105, 4, p. 833–848 16 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  17. Published

    anomaly: An R package for detecting anomalies in data.

    Fisch, A., Grose, D. (Developer), Eckley, I. & Fearnhead, P., 21/09/2018

    Research output: Exhibits, objects and web-based outputsSoftware

  18. 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

  19. Published

    Using JK-fold Cross Validation To Reduce Variance When Tuning NLP Models

    Moss, H., Leslie, D. & Rayson, P., 31/08/2018, Proceedings of the 27th International Conference on Computational Linguistics. Santa Fe: Association for Computational Linguistics, p. 2978-2989 12 p.

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

  20. 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

  21. Published

    Ice front change of marine-terminating outlet glaciers in northwest and southeast Greenland during the 21st Century

    Bunce, C., Carr, J. R., Nienow, P., Ross, N. & Killick, R. C., 08/2018, In: Journal of Glaciology. 64, 246, p. 523-535 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  22. Published

    Bandits with Delayed, Aggregated Anonymous Feedback

    Pike-Burke, C., Agrawal, S., Szepesvari, C. & Grunewalder, S., 15/07/2018, Proceedings of the International Conference on Machine Learning, 10-15 July 2018, Stockholmsmässan, Stockholm Sweden. Dy, J. (ed.). PMLR, p. 4105-4123 19 p. (Proceedings of Machine Learning Research; vol. 80).

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

  23. 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 Journal/MagazineJournal article

  24. Published
  25. Published

    A characterization of product-form exchangeable feature probability functions

    Battiston, M., Favaro, S., Roy, D. M. & Teh, Y. W., 1/06/2018, In: Annals of Applied Probability. 28, 3, p. 1423-1448 26 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  26. 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

  27. Published

    Multi-armed bandit for species discovery: A Bayesian nonparametric approach

    Battiston, M., Favaro, S. & Teh, Y. W., 1/06/2018, In: Journal of the American Statistical Association. 113, 521, p. 455-466 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

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