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Statistical Artificial Intelligence

  1. 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/ISSNConference contribution/Paperpeer-review

  2. 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

  3. 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

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

  4. Published

    changepoint: an R package for changepoint analysis

    Killick, R. & Eckley, I., 2014, In: Journal of Statistical Software. 58, 3, p. 1-19 19 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  5. Published

    Changepoint detection for acoustic sensing signals

    Pickering, B., 2016, Lancaster University. 203 p.

    Research output: ThesisDoctoral Thesis

  6. 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/MagazineJournal articlepeer-review

  7. Published

    changepoint.mv: Changepoint Analysis for Multivariate Time Series

    Grose, D., Fearnhead, P., Eckley, I. & Bardwell, L., 29/11/2018

    Research output: Exhibits, objects and web-based outputsSoftware

  8. 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/MagazineJournal articlepeer-review

  9. E-pub ahead of print

    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., 31/08/2023, (E-pub ahead of print) In: Journal of Glaciology. 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  10. Published

    Classification of non‐stationary time series

    Krzemieniewska, K., Eckley, I. & Fearnhead, P., 2014, In: Stat. 3, 1, p. 144-157 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  11. 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/ISSNConference contribution/Paperpeer-review

  12. Published

    Coarse resistance tree methods for stochastic stability analysis

    Borowski, H., Marden, J. R., Leslie, D. S. & Frew, E. W., 2013, Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on. IEEE, p. 1860-1865 6 p.

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

  13. Published

    Collective Anomaly Detection in High-Dimensional Var Models

    Maeng, H., Eckley, I. & Fearnhead, P., 31/05/2023, In: Statistica Sinica. 33, 1603-1627, p. 1603-1627 25 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  14. Published

    Combinatorial Multi-Armed Bandits with Filtered Feedback

    Grant, J. A., Leslie, D. S., Glazebrook, K. & Szechtman, R., 26/05/2017, In: arxiv.org.

    Research output: Contribution to Journal/MagazineJournal article

  15. Published

    Compact Convex Projections

    Grunewalder, S., 1/04/2018, In: Journal of Machine Learning Research. 18, 219, p. 1-43 43 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  16. 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 Journal/MagazineJournal articlepeer-review

  17. Published

    Concave-Convex PDMP-based sampling

    Sutton, M. & Fearnhead, P., 2/10/2023, In: Journal of Computational and Graphical Statistics. 32, 4, 22 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  18. Published

    Conditional mean embeddings as regressors

    Grunewalder, S., Lever, G., Gretton, A., Baldassarre, L., Patterson, S. & Pontil, M., 2012, Proceedings of the 29th International Conference on Machine Learning, Edinburgh, Scotland, 2012. 898

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

  19. 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/MagazineJournal articlepeer-review

  20. Published

    Consistent algorithms for clustering time series

    Khaleghi, A., Ryabko, D., Mari, J. & Preux, P., 03/2016, In: Journal of Machine Learning Research. 17, 3, p. 1-32 32 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  21. 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/MagazineJournal articlepeer-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/MagazineJournal articlepeer-review

  23. Published

    Construction of approximation spaces for reinforcement learning

    Böhmer, W., Grunewalder, S., Shen, Y., Musial, M. & Obermayer, K., 2013, In: Journal of Machine Learning Research. 14, p. 2067-2118 52 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  24. 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/MagazineJournal articlepeer-review

  25. Published

    Contributions to Divide-and-Conquer MCMC

    Vyner, C., 2023, Lancaster University. 147 p.

    Research output: ThesisDoctoral Thesis

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