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      Dr Roman Belavkin

      ROLE: Associate Professor in Informatics
      SCHOOL: Science & Technology
      DEPARTMENT: Computer Science
      TELEPHONE: +44 (0)20 8411 6263
      EMAIL: R.Belavkin@mdx.ac.uk
      1. Biography &
        Qualifications
      2. Learning &
        Teaching Interests
      3. Research Outputs &
        Interests
      4. Funded Research &
        Knowledge Exchange Projects
      5. Engagement &
        Impact

      • Biography &
        Qualifications

        Qualifications

        Publications:

        • Belavkin, R. V. (2012). Optimal measures and Markov transition kernels.Journal of Global Optimization. Springer. [DOI: 0.1007/s10898-012-9851-1]
        • Belavkin, R. V. (2011). Mutation and Optimal Search of Sequences in Nested Hamming Spaces. InIEEE Information Theory Workshop[DOI: 10.1109/ITW.2011.6089592]
        • Belavkin, R. V. (in press). Maximal Connectivity and Constraints in the Human Brain. InFields Institute Communications: Workshop on Optimization and Data Analysis in Biomedical Informatics(Vol. 63), American Mathematical Society.
        • Belavkin, R. V., Channon, A., Aston, E., Aston, J., Knight, C. G. (2011). Theory and Practice of Optimal Mutation Rate Control in Hamming Spaces of DNA Sequences. In T. Lenaerts, M. Giacobini, H. Bersini, P. Bourgine, M. Dorigo and R. Doursat, eds.Advances in Artificial Life, ECAL 2011: Proceedings of the Eleventh European Conference on the Synthesis and Simulation of Living Systems, MIT Press
        • Channon, A., Aston, E., Day, C., Belavkin, R. V., Knight, C. G. (2011). Critical Mutation Rate Has an Exponential Dependence on Population Size. In T. Lenaerts, M. Giacobini, H. Bersini, P. Bourgine, M. Dorigo and R. Doursat, eds.Advances in Artificial Life, ECAL 2011: Proceedings of the Eleventh European Conference on the Synthesis and Simulation of Living Systems, MIT Press
        • Belavkin, R. V. (2011). On Evolution of an Information Dynamic System and its Generating Operator.Optimization Letters. Springer. [DOI: 10.1007/s11590-011-0325-z]
        • Belavkin, R. V. & Huyck, C. R. (2010). Conflict Resolution and Learning Probability Matching in a Neural Cell-Assembly Architecture.Cognitive Systems Research. Elsevier. [DOI: 10.1016/j.cogsys.2010.08.003].
        • Belavkin, R. V. (2010). Utility and value of information in cognitive science, biology and quantum theory. In L. Accardi, W. Freudenberg & M. Ohya (Eds.)Quantum Bio-Informatics III(Vol. 26). World Scientific.
        • Belavkin, R. V. (2010). Information trajectory of optimal learning. In M. J. Hirsch P. M. Pardalos & R. Murphey (Eds.)Dynamics of Information Systems: Theory and Applications(Vol. 40). Springer.
        • Belavkin, R. V. & Huyck, C. R. (2009). A Model of Probability Matching in a Two-Choice Task Based on Stochastic Control of Learning in Neural Cell-Assemblies. InProceedings of the 9th International Conference on Cognitive Modelling. (PDF, 88Kb)
        • Belavkin, R. V. (2009). Bounds of optimal learning. InIEEE International Symposium on Adaptive Dynamic Programming and Reinforcement Learning(pp. 199--204). Nashville, TN, USA, IEEE (2009). (PDF, 167K)
        • Belavkin, R. V. (2008). The Duality of Utility and Information in Optimally Learning Systems. In 7th IEEE International Conference on 'Cybernetic Intelligent Systems'. Middlesex University, London, UK.
        • Belavkin, R. V. (2008). Information Evolution of Optimal Learning. In PASCAL 2008 Workshop on 'Approximate Inference in Stochastic Processes and Dynamical Systems'. Cumberland Lodge, UK.
        • Belavkin, R. V. (2007). Do Neural Models Scale up to a Human Brain? In Proceedings of The International Joint Conference on Neural Networks. IEEE.
        • Belavkin, R. V. (2006). Towards a Theory of Decision-Making without Paradoxes. In D. Fum, F.D. Missier& A. Stocco (Eds.) Proceedings of the Seventh International Conference on Cognitive Modelling (pp. 38-43). Trieste, Italy: Edizioni Goliardiche (ISBN 88-7873-031-9).
        • Belavkin, R. V. (2005). Acting irrationally to improve performance in stochastic worlds. In M. Bramer, F. Coenen, & T. Allen (Eds.) Proceedings of AI-2005, the 25th SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence. (Vol. XXII, pp. 305--316). Cambridge: Springer (ISBN 1-84628-225-X) www.cs.mdx.ac.uk/staffpages/rvb/publications/rvb-sgai05.pdf.
        • Belavkin, R. V. (2005). A test for irrational thinking. AISB Quarterly, 122. ISSN 0268-4179.
        • Belavkin, R. V. (2005). Entropy and Information in Models of Learning Behaviour. AISB Quarterly, 119:5. ISBN 0268-4179.
        • Belavkin, R. V. & Ritter, F. E. (2004). OPTIMIST: A New Conflict Resolution Algorithm for ACT--R. In Proceedings of the Sixth International Conference on Cognitive Modelling. USA, (PDF, 477Kb).
        • Belavkin, R. V. (2004). On Relation between Emotion and Entropy. In C.Johnson (Ed.), Proceedings of the AISB'04 Symposium on Emotion, Cognition and Affective Computing (pp. 1--8). Leeds, UK. ISBN 1-902956-36-6 (PDF, 104Kb).
        • Belavkin, R. V. (2003). On Emotion, Learning and Uncertainty: A Cognitive Modelling Approach. PhD Thesis (PDF, 2.17Mb).
        • Belavkin, R. V. (2003). Conflict Resolution by Random Estimated Costs. In D. Al-Dabass (Ed.), Proceedings of 17th European Simulation Multiconference (pp. 105--110). Nottingham, England. ISBN 3-936150-25-7 (PDF 465K).
        • Belavkin, R. V.& Ritter, F. E. (2003). The Use of Entropy for Analysis and Control of Cognitive Models. In F. Detje, D. D\"orner,& H. Schaub (Eds.), Proceedings of the Fifth International Conference on Cognitive Modelling (pp. 21--26). Bamberg, Germany: Universit\"ats-Verlag Bamberg (PDF, 197K).
        • Belavkin, R. V. (2001). Modelling the Inverted-U Effect in ACT-R. In E. M. Altmann, A. Cleeremans, C. D. Schunn, & W. D. Gray (Eds.), Proceedings of the 2001 Fourth International Conference on Cognitive Modelling (pp. 275--276). Mahwah, New Jersey, London: Lawrence Erlbaum (PDF, 74K).
        • Belavkin, R. V. (2001). The role of emotion in problem solving. In Proceedings of the AISB'01 symposium on Emotion, Cognition and Affective Computing (pp. 49--57). Heslington, York, England (PDF, 715K).

        Languages spoken

        Russian


        Languages Spoken

      • Learning &
        Teaching Interests

      • Research Outputs &
        Interests

        • Dynamics of information
        • Learning, adaptive and evolving systems
        • Duality of utility and information
        • Cognitive science of decision making

        Research Supervision:

         

        Completed PhD students:

        • Dmitri Ioutinski
        • Kailash Nadh

        Director of Studies:

        • Pawel Chwalinski
        • Artemis Parvizi

        Second Supervisor:

        • Fawad Jamshed

        Publication Feed

        Value of information in the mean-square case and its application to the analysis of financial time-series forecast

        Belavkin, Roman V. and Pardalos, Panos M. and Principe, Jose C. (2023) Value of information in the mean-square case and its application to the analysis of financial time-series forecast. In: Learning and Intelligent Optimization. Springer Nature, pp. 1-15. (Accepted/In press)

        Value of information in the binary case and confusion matrix

        Belavkin, Roman V. and Pardalos, Panos M. and Principe, Jose C. (2022) Value of information in the binary case and confusion matrix. In: The 41st International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering, 18-22 July 2022, Paris, France.

        Theory of Information and its Value

        Stratonovich, Ruslan L. (2020) Theory of Information and its Value. Belavkin, Roman V. and Pardalos, Panos M. and Principe, Jose C. , eds. Springer, Cham. ISBN 9783030228323

        Opposing effects of final population density and stress on Escherichia coli mutation rate

        Krašovec, Rok and Richards, Huw and Gifford, Danna R. and Belavkin, Roman V. and Channon, Alastair and Aston, Elizabeth and McBain, Andrew J. and Knight, Christopher G. (2018) Opposing effects of final population density and stress on Escherichia coli mutation rate. The ISME journal , 12 (12). pp. 2981-2987. ISSN 1751-7362

        Environmental pleiotropy and demographic history direct adaptation under antibiotic selection

        Gifford, Danna R. and Krašovec, Rok and Aston, Elizabeth and Belavkin, Roman V. and Channon, Alastair and Knight, Christopher G. (2018) Environmental pleiotropy and demographic history direct adaptation under antibiotic selection. Heredity , 121 (5). pp. 438-448. ISSN 0018-067X

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      • Funded Research &
        Knowledge Exchange Projects

      • Engagement &
        Impact

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