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Statistical Artificial Intelligence

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  1. 2015
  2. Published

    Agricultural productivity in past societies: toward an empirically informed model for testing cultural evolutionary hypotheses

    Currie, T. E., Bogaard, A., Cesaretti, R., Edwards, N., Francois, P., Holden, P., Hoyer, D., Korotayev, A., Manning, J., Moreno Garcia, J. C., Oyebamiji, O. K., Petrie, C., Turchin, P., Whitehouse, H. & Williams, A., 1/01/2015, In: Cliodynamics. 6, 1, p. 24-56 33 p.

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

  3. 2014
  4. Published

    Just browsing? understanding user journeys in online TV

    Elkhatib, Y., Killick, R., Mu, M. & Race, N., 11/2014, MM '14 Proceedings of the ACM International Conference on Multimedia. New York: ACM, p. 965-968 4 p.

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

  5. Published

    Estimating time-evolving partial coherence between signals via multivariate locally stationary wavelet processes

    Park, T. A., Eckley, I. & Ombao, H., 15/10/2014, In: IEEE Transactions on Signal Processing. 62, 20, p. 5240 - 5250 11 p.

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

  6. Published

    Distributional change of monthly precipitation due to climate change: comprehensive examination of dataset in southeastern United States

    Wang, H., Killick, R. & Fu, X., 30/09/2014, In: Hydrological Processes. 28, 20, p. 5212-5219 8 p.

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

  7. Published

    On optimal multiple changepoint algorithms for large data

    Maidstone, R., Hocking, T., Rigaill, G. & Fearnhead, P., 5/09/2014, In: arxiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

  8. Published

    Optimal hunting conditions drive circalunar behavior of a diurnal canivore

    Broekhuis, F., Grunewalder, S., McNutt, J. W. & Macdonald, D. W., 09/2014, In: Behavioral Ecology. 25, 5, p. 1268-1275 8 p.

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

  9. Published

    Stochastic fictitious play with continuous action sets

    Perkins, S. & Leslie, D. S., 07/2014, In: Journal of Economic Theory. 152, p. 179-213 35 p.

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

  10. Published

    Learning in unknown reward games: application to sensor networks

    Chapman, A. C., Leslie, D. S., Rogers, A. & Jennings, N. R., 1/06/2014, In: The Computer Journal. 57, 6, p. 875-892 18 p.

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

  11. Published

    A multiscale test of spatial stationarity for textured images in R

    Nunes, M., Taylor, S. & Eckley, I., 06/2014, In: The R Journal. 6, 1, p. 20-30 11 p.

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

  12. Published

    Asymptotically consistent estimation of the number of change points in highly dependent time series

    Khaleghi, A. & Ryabko, D., 06/2014, Proceedings of The 31st International Conference on Machine Learning. p. 539-547 9 p.

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

  13. Published

    Discussion of “Multiscale change point inference” by K. Frick, A. Munk and H. Sieling.

    Killick, R. C., 06/2014, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 76, 3, p. 557-557 1 p.

    Research output: Contribution to Journal/Magazine › Journal article

  14. Published

    Proposal of the vote of thanks for the paper by Frick, Munk and Sieling

    Eckley, I., 06/2014, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 76, 3, p. 541-542 2 p.

    Research output: Contribution to Journal/Magazine › Journal article

  15. Published

    Sequential Monte Carlo methods for state and parameter estimation in abruptly changing environments

    Nemeth, C., Fearnhead, P. & Mihaylova, L., 1/03/2014, In: IEEE Transactions on Signal Processing. 62, 5, p. 1245-1255 11 p.

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

  16. Unpublished

    Particle Metropolis adjusted Langevin algorithms for state space models

    Nemeth, C. & Fearnhead, P., 4/02/2014, (Unpublished) In: arxiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

  17. Published

    Semi-automatic selection of summary statistics for ABC model choice

    Prangle, D., Fearnhead, P., Cox, M., Biggs, P. & French, N., 02/2014, In: Statistical Applications in Genetics and Molecular Biology. 13, 1, p. 67-82 15 p.

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

  18. Published

    Hierarchical shrinkage in time-varying parameter models

    Gonzalez Belmonte, M. A., Koop, G. & Korobilis, D., 01/2014, In: Journal of Forecasting. 33, 1, p. 80–94 15 p.

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

  19. Published

    Bayesian sequential experimental design for binary response data with application to electromyographic experiments

    Azadi, N. A., Fearnhead, P., Ridall, G. & Blok, J. H., 2014, In: Bayesian Analysis. 14 p.

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

  20. 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/Magazine › Journal article › peer-review

  21. 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/Magazine › Journal article › peer-review

  22. Published

    Inference for reaction networks using the linear noise approximation

    Fearnhead, P., Giagos, V. & Sherlock, C., 2014, In: Biometrics. 70, p. 457-466 10 p.

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

  23. Published

    Model switching and model averaging in time-varying parameter regression models

    Gonzalez Belmonte, M. A. & Koop, G., 2014, Bayesian model comparision. Emerald Group Publishing Ltd., p. 45-69 25 p. (Advances in Econometrics; vol. 34).

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

  24. Published

    Parameter estimation for state space models using sequential Monte Carlo algorithms

    Nemeth, C., 2014, Lancaster University. 204 p.

    Research output: Thesis › Doctoral Thesis

  25. Published

    Particle learning approach to Bayesian model selection: an application from neurology

    Taylor, S., Ridall, G., Sherlock, C. & Fearnhead, P., 2014, The contribution of young researchers to Bayesian statistics: Proceedings of BAYSM2013. Lanzarone, E. & Leva, F. (eds.). Springer, p. 165-167 3 p. (Springer Proceedings in Mathematics and Statistics; vol. 63).

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

  26. Published

    Spectral correction for locally stationary Shannon wavelet processes

    Eckley, I. & Nason, G. P., 2014, In: Electronic Journal of Statistics. 8, 1, p. 184-200 17 p.

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

  27. 2013
  28. Published

    The effect of recovery algorithms on compressive sensing background subtraction

    Davies, R., Mihaylova, L., Pavlidis, N. & Eckley, I., 10/2013, Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2013 Workshop on. IEEE, p. 1-6 6 p.

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

  29. Published

    Smooth Operators

    Grunewalder, S., Gretton, A. & Shawe-Taylor, J., 16/06/2013, Proceedings of the 30th International Conference on Machine Learning. PMLR, Vol. 28. p. 1184-1192 9 p.

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

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

  31. 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/Magazine › Journal article › peer-review

  32. 2012
  33. Published

    Movement activity based classification of animal behaviour with an application to data from cheetah (Acinonyx jubatus)

    Grunewalder, S., Broekhuis, F., MacDonald, D. W., Wilson, A. M., McNutt, J. W., Shawe-Taylor, J. & Hailes, S., 19/11/2012, In: PLoS ONE. 7, 11, 11 p., 49120.

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

  34. Published

    Generating feature spaces for linear algorithms with regularized sparse kernel slow feature analysis

    Böhmer, W., Grunewalder, S., Nickisch, H. & Obermayer, K., 10/2012, In: Machine Learning. 89, 1, p. 67-86 20 p.

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

  35. Published

    Optimistic Bayesian sampling in contextual-bandit problems

    May, B. C., Korda, N., Lee, A. & Leslie, D. S., 06/2012, In: Journal of Machine Learning Research. 13, p. 2069-2106 37 p.

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

  36. Published

    Asynchronous stochastic approximation with differential inclusions

    Perkins, S. & Leslie, D. S., 2012, In: Stochastic Systems. 2, p. 409-446 37 p.

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

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

  38. Published

    Information theory and observational limitations in decision making

    Wolpert, D. & Leslie, D. S., 2012, In: BE Journal of Theoretical Economics. 12, 1

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

  39. Published

    Modelling transition dynamics in MDPs with RKHS embeddings

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

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

  40. 2011
  41. Unpublished

    Adaptive forgetting factor fictitious play

    Smyrnakis, M. & S. Leslie, D., 11/12/2011, (Unpublished) In: arxiv.org.

    Research output: Contribution to Journal/Magazine › Journal article

  42. Published

    A unifying framework for iterative approximate best-response algorithms for distributed constraint optimization problems

    Chapman, A. C., Rogers, A., Jennings, N. R. & Leslie, D. S., 1/12/2011, In: Knowledge Engineering Review. 26, 04, p. 411-444 34 p.

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

  43. Published

    The optimal unbiased value estimator and its relation to LSTD, TD and MC

    Grunewalder, S. & Obermayer, K., 06/2011, In: Machine Learning. 83, 3, p. 289-330 42 p.

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

  44. Published

    Equilibrium selection in potential games with noisy rewards

    Leslie, D. S. & Marden, J. R., 2011, Network Games, Control and Optimization (NetGCooP), 2011 5th International Conference on. IEEE, p. 1-4 4 p.

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

  45. Published

    Regularized sparse kernel slow feature analysis

    Böhmer, W., Grunewalder, S., Nickisch, H. & Obermayer, K., 2011, Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2011. Gunopulos, D., Hoffmann, T., Malerba, D. & Vazirgiannis, M. (eds.). Berlin: Springer, p. 235-248 14 p. (Lecture Notes in Computer Science; vol. 6911).

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

  46. 2010
  47. Published

    Dynamic opponent modelling in fictitious play

    Smyrnakis, M. & Leslie, D. S., 1/11/2010, In: The Computer Journal. 53, 9, p. 1344-1359 15 p.

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

  48. Published

    Posterior weighted reinforcement learning with state uncertainty

    Larsen, T., Leslie, D. S., Collins, E. J. & Bogacz, R., 1/05/2010, In: Neural Computation. 22, 5, p. 1149-1179 30 p.

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

  49. Published

    Convergence of probability collectives with adaptive choice of temperature parameters

    Smyrnakis, M. & Leslie, D. S., 2010, Learning and intelligent optimization: 4th International Conference, LION 4, Venice, Italy, January 18-22, 2010. Selected Papers. Blum, C. & Battiti, R. (eds.). Berlin: Springer, p. 200-203 4 p. (Lecture Notes in Computer Science; vol. 6073).

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

  50. Published

    Regret bounds for Gaussian process bandit problems

    Grunewalder, S., Audibert, J.-Y., Opper, M. & Shawe-Taylor, J., 2010, Artificial Intelligence and Statistics (AISTATS). p. 273-280 8 p.

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

  51. 2009
  52. Published

    Nonparametric estimation of the distribution function in contingent valuation models

    Leslie, D. S., Kohn, R. & Fiebig, D. G., 1/09/2009, In: Bayesian Analysis. 4, 3, p. 573-598 15 p.

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

  53. Published

    Correlation Coefficients are Insufficient for Analyzing Spike Count Dependencies

    Onken, A., Grunewalder, S. & Obermayer, K., 2009, Advances in Neural Information Processing Systems (NIPS). Bengio, Y., Schuurmans, D., Lafferty, J. D., Williams, C. K. I. & Culotta, A. (eds.). Vol. 22. p. 1-9 9 p.

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

  54. Published

    Evaluation of the Chief Nursing Officer's Review of Mental Health Nursing in England

    Callahan, P., Repper, J., Lovell, K., Playle, J., Baker, J., Clifton, A., Shaw, T., Stacey, G., Nelson, P., Minshull, S., Swarbrick, C., Schneider, J. & Watkins, M., 2009, University of Nottingham.

    Research output: Book/Report/Proceedings › Other report

  55. Published

    Sequentially updated probability collectives

    Smyrnakis, M. & Leslie, D. S., 2009, Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on. IEEE, p. 5774-5779 6 p.

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

  56. 2008
  57. Published

    Generalised linear mixed model analysis via sequential Monte Carlo sampling

    Fan, Y., Leslie, D. S. & Wand, M. P., 1/01/2008, In: Electronic Journal of Statistics. 2, p. 916-938 22 p.

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

  58. Published

    Modeling Short-term Noise Dependence of Spike Counts in Macaque Prefrontal Cortex

    Onken, A., Grunewalder, S., Munk, M. & Obermayer, K., 2008, Advances in Neural Information Processing Systems 21 (NIPS 2008).

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

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