Roman Belavkin

Reader in Informatics

Information theory, Information dynamics, Information geometry, Quantum information, Convex analysis, Cognitive science, Evolutionary computation

Roman Belavkin obtained MSc in Physics from the Moscow State University and PhD in Computer Science from the University of Nottingham. His research interests span several areas of mathematics and theoretical computer science including dynamics of information systems, optimisation of learning and evolutionary algorithms. Roman uses convex and geometric functional analysis to study the utility of various types of information and corresponding optimal dynamics. At Middlesex, Roman has been organising the Artificial Intelligence research seminar. From 2009 Roman has been the Principle Investigator of the EPSRC project `SANDPIT: Evolution as an Information Dynamic System', which is a collaboration between four UK's leading Universities: Manchester, Middlesex, Keele and Warwick. In this promore...

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  1. Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447 (2018) Relation between the Kantorovich-Wasserstein metric and the Kullback-Leibler divergence. Information Geometry and Its Applications. In: IGAIA IV 2016: Information Geometry and Its Applications, 12-17 June 2016, Liblice, Czech Republic. ISBN 9783319977973. ISSN 2194-1009 [Conference or Workshop Item] (doi:10.1007/978-3-319-97798-0_15)
  2. Gifford, Danna R., Krašovec, Rok, Aston, Elizabeth, Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447, Channon, Alastair and Knight, Christopher G. (2018) Environmental pleiotropy and demographic history direct adaptation under antibiotic selection. Heredity . ISSN 0018-067X [Article] (Published online first) (doi:10.1038/s41437-018-0137-3)
  3. Aston, Elizabeth, Channon, Alastair, Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447, Gifford, Danna R., Krašovec, Rok and Knight, Christopher G. (2017) Critical mutation rate has an exponential dependence on population size for eukaryotic-length genomes with crossover. Scientific Reports, 7 (1) . ISSN 2045-2322 [Article] (doi:10.1038/s41598-017-14628-x)
  4. Krašovec, Rok, Richards, Huw, Gifford, Danna R., Hatcher, Charlie, Faulkner, Katy J., Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447, Channon, Alastair, Aston, Elizabeth, McBain, Andrew J. and Knight, Christopher G. (2017) Spontaneous mutation rate is a plastic trait associated with population density across domains of life. PLOS Biology, 15 (8) , e2002731. ISSN 1545-7885 [Article] (doi:10.1371/journal.pbio.2002731)
  5. Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447, Channon, Alastair, Aston, Elizabeth, Aston, John, Krašovec, Rok and Knight, Christopher G. (2016) Monotonicity of fitness landscapes and mutation rate control. Journal of Mathematical Biology, 73 (6-7) . pp. 1491-1524. ISSN 0303-6812 [Article] (doi:10.1007/s00285-016-0995-3)
  6. Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447 (2015) Asymmetric topologies on statistical manifolds. Geometric Science of Information: Second International Conference, GSI 2015, Palaiseau, France, October 28-30, 2015, Proceedings. In: GSI 2015: 2nd International Conference on Geometric Science of Information, 28-30 Oct 2015, Palaiseau, France. ISBN 9783319250397. ISSN 0302-9743 [Conference or Workshop Item] (doi:10.1007/978-3-319-25040-3_23)
  7. Krašovec, Rok, Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447, Aston, John, Channon, Alastair, Aston, Elizabeth, Rash, Bharat M., Kadirvel, Manikandan, Forbes, Sarah and Knight, Christopher (2014) Where antibiotic resistance mutations meet quorum-sensing. Microbial Cell, 1 (7) . pp. 250-252. ISSN 23112638 [Article] (doi:10.15698/mic2014.07.158)
  8. Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447 (2014) On variational definition of quantum entropy. Volume 1641: Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2014). In: 34th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2014), 21–26 Sep 2014, Clos Lucé, Amboise, France. ISBN 9780735412804. ISSN 0094-243X [Conference or Workshop Item] (doi:10.1063/1.4905979)
  9. Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447 (2014) Asymmetry of risk and value of information. In: Dynamics of Information Systems : Computational and Mathematical Challenges. Vogiatzis, Chrysafis, Walteros, Jose L. and Pardalos, Panos M., eds. Springer Proceedings in Mathematics and Statistics, 105 . Springer, pp. 1-20. ISBN 9783319100456. [Book Section] (doi:10.1007/978-3-319-10046-3_1)
  10. Belavkin, Roman V. ORCID: https://orcid.org/0000-0002-2356-1447 (2012) Dynamics of information and optimal control of mutation in evolutionary systems. In: Dynamics of information systems: mathematical foundations. Sorokin, Alexey, Murphey, Robert, Thai, My T. and Pardalos, Panos M., eds. Springer Proceedings in Mathematics & Statistics, 20 (20) . Springer, New York, pp. 3-21. ISBN 9781461439059. [Book Section] (doi:10.1007/978-1-4614-3906-6_1)