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Statistical Artificial Intelligence

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  1. 2020
  2. Published

    Quasi-stationary Monte Carlo and the ScaLE Algorithm

    Pollock, M., Fearnhead, P., Johansen, A. M. & Roberts, G. O., 1/12/2020, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 82, 5, p. 1167-1221 55 p.

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

  3. Published

    Relating and Comparing Methods for Detecting Changes in Mean

    Fearnhead, P. & Rigaill, G., 1/12/2020, In: Stat. 9, 1, 11 p., e291.

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

  4. Published

    BayesProject: Fast computation of a projection direction for multivariate changepoint detection

    Hahn, G., Fearnhead, P. & Eckley, I., 1/11/2020, In: Statistics and Computing. 30, p. 1691–1705 15 p.

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

  5. Published

    Semi-automated simultaneous predictor selection for regression-SARIMA models

    Lowther, A., Fearnhead, P., Nunes, M. & Jensen, K., 1/11/2020, In: Statistics and Computing. 30, p. 1759–1778 20 p.

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

  6. Published

    Stein Variational Gaussian Processes

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

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

  7. Published

    A Bayesian Nonparametric Approach to Differentially Private Data

    Battiston, M., Ayed, F. & Di Benedetto, G., 16/09/2020, Privacy in Statistical Databases: UNESCO Chair in Data Privacy, International Conference, PSD 2020, Proceedings. Domingo-Ferrer, J. & Muralidhar, K. (eds.). Springer, p. 32-48 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12276 LNCS).

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

  8. Published

    Bayesian calibration of firn densification models

    Verjans, V., Leeson, A., Nemeth, C., Stevens, C. M., Munneke, P. K., Noël, B. & Wessem, J. M. V., 15/09/2020, In: Cryosphere. 14, p. 3017-3032 16 p.

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

  9. Published

    MUMBO: MUlti-task Max-value Bayesian Optimization

    Moss, H. B., Leslie, D. S. & Rayson, P., 14/09/2020, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2020, Proceedings. Hutter, F., Kersting, K., Lijffijt, J. & Valera, I. (eds.). Cham: Springer, p. 447-462 16 p. (Lecture Notes in Computer Science; vol. 12459).

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

  10. Published

    The Local Partial Autocorrelation Function and some Applications

    Killick, R. C., Knight, M., Nason, G. P. & Eckley, I. A., 10/09/2020, In: Electronic Journal of Statistics. 14, 2, p. 3268-3314 47 p.

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

  11. Published

    Learning to Rank under Multinomial Logit Choice

    Grant, J. A. & Leslie, D. S., 7/09/2020, In: arXiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

  12. Published

    An Information Theoretic approach to Post Randomization Methods under Differential Privacy

    Ayed, F., Battiston, M. & Camerlenghi, F., 1/09/2020, In: Statistics and Computing. 30, p. 1347–1361 15 p.

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

  13. Published

    Best-response Dynamics in Zero-sum Stochastic Games

    Leslie, D., Perkins, S. & Xu, Z., 1/09/2020, In: Journal of Economic Theory. 189, 31 p., 105095.

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

  14. Published

    On Thompson Sampling for Smoother-than-Lipschitz Bandits

    Grant, J. A. & Leslie, D. S., 26/08/2020, 23rd International Conference on Artificial Intelligence and Statistics. Proceedings of Machine Learning Research, p. 2612-2622 11 p. (Proceedings of Machine Learning Research; vol. 108).

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

  15. Published

    Clustering piecewise stationary processes

    Khaleghi, A. & Ryabko, D., 24/08/2020, 2020 IEEE International Symposium on Information Theory. IEEE, p. 2753-2758 6 p.

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

  16. Published

    Artificial Synthesis of Conjugated Microporous Polymers via Sonogashira-Hagihara Coupling

    Thomas, J. M. H., Mollart, C., Turner, L., Heasman, P., Fayon, P. & Trewin, A., 20/08/2020, In: Journal of Physical Chemistry B (Soft Condensed Matter and Biophysical Chemistry). 124, 33, p. 7318-7326 9 p.

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

  17. Published

    BOSH: Bayesian Optimization by Sampling Hierarchically

    Moss, H. B., Leslie, D. S. & Rayson, P., 18/07/2020. 8 p.

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

  18. Published

    Adaptive policies for perimeter surveillance problems

    Grant, J. A., Leslie, D. S., Glazebrook, K., Szechtman, R. & Letchford, A., 16/05/2020, In: European Journal of Operational Research. 283, 1, p. 265-278 14 p.

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

  19. Published

    BOFFIN TTS: Few-Shot Speaker Adaptation by Bayesian Optimization

    Moss, H., Aggarwal, V., Prateek, N., González , J. & Barra-Chicote, R., 14/05/2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2020 ed. IEEE, p. 7639-7643 5 p. (ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP); vol. 2020).

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

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

  21. Published

    Parallelization of a Common Changepoint Detection Method

    Tickle, S., Eckley, I., Fearnhead, P. & Haynes, K., 1/04/2020, In: Journal of Computational and Graphical Statistics. 29, 1, p. 149-161 13 p.

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

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

  23. Published

    Using a meta-analysis approach to understand complexity in soil biodiversity and phosphorus acquisition in plants

    Mezeli, M. M., Page, S., George, T. S., Neilson, R., Mead, A., Blackwell, M. S. A. & Haygarth, P. M., 30/03/2020, In: Soil Biology and Biochemistry. 142, 13 p., 107695.

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

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

  25. Published

    Poisson process bandits: Sequential models and algorithms for maximising the detection of point data

    Grant, J., 17/02/2020, Lancaster University. 271 p.

    Research output: Thesis › Doctoral Thesis

  26. Published

    Semi-Exact Control Functionals From Sard's Method

    South, L., Karvonen, T., Nemeth, C. J., Girolami, M. & Oates, C. J., 31/01/2020, In: arXiv.

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

  27. Published

    Robust Functional Regression for Outlier Detection

    Hullait, H., Leslie, D. S., Pavlidis, N. G. & King, S., 23/01/2020, Advanced Analytics and Learning on Temporal Data: 4th ECML PKDD Workshop, AALTD 2019, Würzburg, Germany, September 20, 2019, Revised Selected Papers. Lemaire, V., Malinowski, S., Bagnall, A., Bondu, A., Guyet, T. & Tavenard, R. (eds.). Cham: Springer, p. 3-13 11 p. (Lecture Notes in Computer Science; vol. 11986).

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

  28. Published

    Selecting Multiple Web Adverts - a Contextual Multi-armed Bandit with State Uncertainty

    Leslie, D. S. & Edwards, J. A., 2/01/2020, In: Journal of the Operational Research Society. 71, 1, p. 100-116 17 p.

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

  29. Published

    Equity Premium Forecasts with an Unknown Number of Structural Breaks

    Smith, S. C., Bulkley, G. & Leslie, D. S., 1/01/2020, In: Journal of Financial Econometrics. 18, 1, p. 59-94 36 p.

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

  30. Published

    Investigating the Non-Stationary Bandit problem

    Zografos, D., 2020, Lancaster University. 64 p.

    Research output: Thesis › Doctoral Thesis

  31. Published

    RobKF: Innovative and/or Additive Outlier Robust Kalman Filtering

    Fisch, A., Grose, D., Eckley, I., Fearnhead, P. & Bardwell, L., 2020

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

  32. Published

    Telling the Researcher STOR-i With Data Science: Elsevier data scientists are working with Lancaster University researchers to advance our understanding of researcher behaviors

    Bolt, G. (Other), Muncey, H., Lunagomez Coria, S. (Other) & Nemeth, C. (Other), 2020

    Research output: Exhibits, objects and web-based outputs › Web publication/site

  33. 2019
  34. Published

    Why Higher Working Memory Capacity May Help You Learn: Sampling, Search, and Degrees of Approximation

    Lloyd, K., Sanborn, A., Leslie, D. & Lewandowsky, S., 31/12/2019, In: Cognitive Science. 43, 12, 43 p., e12805.

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

  35. Published

    PPCI: an R Package for Cluster Identification using Projection Pursuit

    Hofmeyr, D. & Pavlidis, N., 27/12/2019, In: The R Journal.

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

  36. Published

    Pseudo-extended Markov chain Monte Carlo

    Nemeth, C., Lindsten, F., Filippone, M. & Hensman, J., 8/12/2019, p. 1-11. 11 p.

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

  37. Published

    IoTNetSim: A Modelling and Simulation Platform for End-to-End IoT Services and Networking

    Salama, M., Elkhatib, Y. & Blair, G., 1/12/2019, Proceedings of IEEE/ACM 12th International Conference on Utility and Cloud Computing. ACM, p. 251–261 11 p.

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

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

  39. Published

    Bayesian Parameter Identification for Turing Systems on Stationary and Evolving Domains

    Campillo-Funollet, E., Venkataraman, C. & Madzvamuse, A., 11/10/2019, In: Bulletin of Mathematical Biology. 81, p. 81–104

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

  40. Published

    A Good-Turing estimator for feature allocation models

    Ayed, F., Battiston, M., Camerlenghi, F. & Favaro, S., 1/10/2019, In: Electronic Journal of Statistics. 13, 2, p. 3775-3804 30 p.

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

  41. Published

    Ivanov-Regularised Least-Squares Estimators over Large RKHSs and Their Interpolation Spaces

    Page, S. & Grunewalder, S., 1/09/2019, In: Journal of Machine Learning Research. 20, p. 1-49 49 p.

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

  42. Published

    Latent Space Representations of Hypergraphs

    Turnbull, K., Lunagomez Coria, S., Nemeth, C. & Airoldi, E., 1/09/2019, In: arxiv.org.

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

  43. Published

    Evaluation of extremal properties of GARCH(p,q) processes

    Laurini, F., Fearnhead, P. & Tawn, J. A., 19/08/2019, In: arxiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

  44. Published

    Multivariate Locally Stationary Wavelet Analysis with the mvLSW R Package

    Taylor, S. A. C., Park, T. A. & Eckley, I. A., 9/08/2019, In: Journal of Statistical Software. 90, 11, 19 p.

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

  45. Published

    FIESTA: Fast IdEntification of State-of-The-Art models using adaptive bandit algorithms

    Moss, H. B., Moore, A., Leslie, D. S. & Rayson, P., 30/07/2019, Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. Stroudsburg PA: Association for Computational Linguistics, p. 2920-2930 11 p.

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

  46. Published

    Adaptive sensor placement for continuous spaces

    Grant, J., Boukouvalas, A., Griffiths, R.-R., Leslie, D., Vakili, S. & Munoz de Cote, E., 12/07/2019, Proceedings of the 36 th International Conference on Machine Learning, Long Beach, California, PMLR 97, 2019. Proceedings of Machine Learning Research, 9 p. (Proceedings of Machine Learning Research; vol. 97).

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

  47. Published

    Posterior Contraction Rates for Gaussian Cox Processes with Non-identically Distributed Data

    Grant, J. A. & Leslie, D. S., 20/06/2019, In: arxiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

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

  49. Published

    Dynamic detection of anomalous regions within distributed acoustic sensing data streams using locally stationary wavelet time series

    Wilson, R. E., Eckley, I. A., Nunes, M. A. & Park, T., 15/05/2019, In: Data Mining and Knowledge Discovery. 33, 3, p. 748-772 25 p.

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

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

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

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

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