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Statistical Artificial Intelligence

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  1. 2019
  2. Published

    Fast Nonconvex Deconvolution of Calcium Imaging Data

    Jewell, S., Hocking, T. D., Fearnhead, P. & Witten, D., 8/02/2019, In: Biostatistics. 21, 4

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

  3. Published

    Approximations of the Restless Bandit Problem

    Grunewalder, S. & Khaleghi, A., 1/02/2019, In: Journal of Machine Learning Research. 20, 14, p. 1-37 37 p.

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

  4. Published

    Strategy Selection versus Flexibility: Using Eye-trackers to Investigate Strategy Use during Mental Rotation

    Nazareth, A., Killick, R. C., Dick, A. S. & Pruden, S. M., 1/02/2019, In: Journal of Experimental Psychology: Learning, Memory, and Cognition. 45, 2, p. 232-245 14 p.

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

  5. 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/Magazine › Journal article › peer-review

  6. 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/Magazine › Journal article › peer-review

  7. 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/Magazine › Journal article › peer-review

  8. 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/Magazine › Journal article › peer-review

  9. Published

    Bayesian spatial modelling of environmental and health data with applications in Brazilian Amazonia: linking environment and health in disadvantaged groups

    Chacon Montalvan, E., 2019, Lancaster University. 163 p.

    Research output: Thesis › Doctoral Thesis

  10. Published

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

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

    Research output: Thesis › Doctoral Thesis

  11. Published

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

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

    Research output: Thesis › Doctoral Thesis

  12. Published

    Sequential decision problems in online education

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

    Research output: Thesis › Doctoral Thesis

  13. 2018
  14. 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 paper › peer-review

  15. 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/ISSN › Conference contribution/Paper › peer-review

  16. 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 outputs › Software

  17. 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/Magazine › Journal article › peer-review

  18. 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/Magazine › Journal article › peer-review

  19. 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/Magazine › Journal article › peer-review

  20. 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 outputs › Software

  21. 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/ISSN › Conference contribution/Paper › peer-review

  22. 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/ISSN › Conference contribution/Paper › peer-review

  23. 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/Magazine › Journal article › peer-review

  24. 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/Magazine › Journal article › peer-review

  25. 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/ISSN › Conference contribution/Paper › peer-review

  26. 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/Magazine › Journal article

  27. Published

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

    Fisch, A., Eckley, I. A. & Fearnhead, P. N., 5/06/2018, Arxiv, p. 1-40, 40 p.

    Research output: Working paper

  28. 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/Magazine › Journal article › peer-review

  29. 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/Magazine › Journal article › peer-review

  30. 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/Magazine › Journal article › peer-review

  31. Published

    On the asymptotic efficiency of approximate Bayesian computation estimators

    Li, W. & Fearnhead, P., 1/06/2018, In: Biometrika. 105, 2, p. 285-299 15 p.

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

  32. Published

    Time-varying decision boundaries: insights from optimality analysis

    Malhotra, G., Leslie, D. S., Ludwig, C. J. H. & Bogacz, R., 06/2018, In: Psychonomic Bulletin and Review. 25, 3, p. 971-996 26 p.

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

  33. E-pub ahead of print

    Using J-K-fold Cross Validation to Reduce Variance When Tuning NLP Models

    Moss, H., Leslie, D. S. & Rayson, P. E., 06/2018, (E-pub ahead of print) Proceedings of COLING 2018. Association for Computational Linguistics (ACL Anthology), p. 2978–2989 12 p. (Proceedings of COLING 2018).

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

  34. Published

    Piecewise deterministic Markov processes for scalable Monte Carlo on restricted domains

    Bierkens, J., Bouchard-Côté, A., Doucet, A., Duncan, A. B., Fearnhead, P., Lienart, T., Roberts, G. & Vollmer, S. J., 1/05/2018, In: Statistics and Probability Letters. 136, p. 148-154 7 p.

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

  35. Published

    A Bayesian approach to modelling the impact of hydrodynamic shear stress on biofilm deformation

    Oyebamiji, O. K., Wilkinson, D. J., Pahala Gedara, J., Rushton, S. P., Bridgens, B. & Li, B., 12/04/2018, In: PLoS ONE. 13, 4, 21 p., e0195484.

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

  36. 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/Magazine › Journal article › peer-review

  37. Published

    Plug-in Estimators for Conditional Expectations and Probabilities

    Grunewalder, S., 1/04/2018, Proceedings of the 21st International Conference on Artificial Intelligence and Statistics. Storkey, A. & Perez-Cruz, F. (eds.). PMLR, p. 1513-1521 9 p. (Proceedings of Machine Learning Research; vol. 84).

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

  38. Published

    Diversity as a Response to User Preference Uncertainty

    Edwards, J. A. & Leslie, D. S., 04/2018, Statistical Data Science. Adams, N. & Cohen, E. (eds.). World Scientific, p. 55-68 14 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter

  39. Published

    Long memory and changepoint models: a spectral classification procedure

    Norwood, B. & Killick, R. C., 31/03/2018, In: Statistics and Computing. 28, 2, p. 291-302 12 p.

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

  40. Published

    Generalization bounds for learning weighted automata

    Balle, B. & Mohri, M., 15/03/2018, In: Theoretical Computer Science. 716, p. 89-106 18 p.

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

  41. Published

    Merging MCMC subposteriors through Gaussian-Process Approximations

    Nemeth, C. & Sherlock, C. G., 03/2018, In: Bayesian Analysis. 13, 2, p. 507-530 24 p.

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

  42. Published

    Particle Filters and Data Assimilation

    Fearnhead, P. & Künsch, H., 03/2018, In: Annual Review of Statistics and Its Application. 5, p. 421-449 29 p.

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

  43. Published

    Asymptotics of ABC

    Fearnhead, P., 2018, Handbook of Approximate Bayesian Computation . Sisson, S., Fan, Y. & Beaumont, M. (eds.). CRC Press, p. 269-288 20 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  44. Published

    Effects of flood hazard visualization format on house purchasing decisions

    Dobson, B. A., Miles-Wilson, J. J., Gilchrist, I. D., Leslie, D. S. & Wagener, T., 2018, In: Urban Water Journal . 15, 7, p. 671-681 11 p.

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

  45. Published

    Efficient search methods for high dimensional time-series

    Bardwell, L., 2018, Lancaster University. 196 p.

    Research output: Thesis › Doctoral Thesis

  46. 2017
  47. Published

    A surrogate-based approach to modelling the impact of hydrodynamic shear stress on biofilm deformation

    Oyebamiji, O. K. & Wilkinson, D., 16/12/2017.

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

  48. Published

    A tutorial on bridge sampling

    Gronau, Q. F., Sarafoglou, A., Matzke, D., Ly, A., Boehm, U., Marsman, M., Leslie, D. S., Forster, J. J., Wagenmakers, E.-J. & Steingroever, H., 12/2017, In: Journal of Mathematical Psychology. 81, p. 80-97 18 p.

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

  49. Published

    Sufficientness postulates for Gibbs-type priors and hierarchial generalizations

    Bacallado, S., Battiston, M., Favaro, S. & Trippa, L., 28/11/2017, In: Statistical Science. 32, 4, p. 487-500 14 p.

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

  50. Published

    On the spatial dependence of extreme ocean storm seas

    Ross, E., Kereszturi, M., van Nee, M., Randell, D. & Jonathan, P., 15/11/2017, In: Ocean Engineering. 145, Supplement C, p. 359-372 14 p.

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

  51. Published

    Robustness Properties in Fictitious-Play-Type Algorithms

    Swenson, B., Kar, S., Xavier, J. & Leslie, D. S., 24/10/2017, In: SIAM Journal on Control and Optimization. 55, p. 3295-3318 24 p.

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

  52. Published

    Exceptional retreat of Novaya Zemlya's marine-terminating outlet glaciers between 2000 and 2013

    Carr, J. R., Bell, H., Killick, R. C. & Holt, T., 8/09/2017, In: Cryosphere. 11, 5, p. 2149-2174 26 p.

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

  53. Published

    Gaussian process emulation of an individual-based model simulation of microbial communities

    Oyebamiji, O. K., Wilkinson, D. J., Jayathilake, P. G., Curtis, T. P., Rushton, S. P., Li, B. & Gupta, P., 1/09/2017, In: Journal of Computational Science. 22, p. 69-84 16 p.

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

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