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Statistical Artificial Intelligence

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  1. 2012
  2. 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

  3. 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

  4. 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

  5. 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

  6. 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

  7. 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

  8. 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

  9. 2011
  10. Unpublished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

  11. 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

  12. 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

  13. 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

  14. 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

  15. 2010
  16. 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

  17. 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

  18. 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

  19. 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

  20. 2009
  21. 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

  22. 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

  23. 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

  24. 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

  25. 2008
  26. 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

  27. 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

  28. Published

    On similarities between inference in game theory and machine learning

    Rezek, I., Leslie, D. S., Reece, S., Roberts, S. J., Rogers, A., Dash, R. K. & Jennings, N. R., 2008, In: Journal of Artificial Intelligence Research. 33, p. 259-283 24 p.

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

  29. Published

    Stochastic Fictitious Play using Particle Filters to update the beliefs of opponents strategies

    Smyrnakis, M. & Leslie, D. S., 2008, Optimization in Multi-Agent Systems workshop OptMas, 17th International Conference on Autonomous Agents and Multiagent Systems AAMAS 2008.. Padgham, L., Parkes, D. & Müller, J. (eds.). INESC-ID, 8 p.

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

  30. Published

    The ALADDIN project: intelligent agents for disaster management

    Adams, N. M., Field, M., Gelenbe, E., Hand, D. J., Jennings, N. R., Leslie, D. S., Nicholson, D., Ramchurn, S. D., Roberts, S. J. & Rogers, A., 2008, International Workshop on Robotics for Risky Interventions and Surveillance of the Environment. International Advanced Robotics Programme, 9 p.

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

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