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Associate Professor People

Belavkin, Dr Roman

Email: R.Belavkin @ mdx.ac.uk
Office: TG04 Town Hall Building, Hendon Campus
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About

  • Associate Professor in Informatics
  • Courses:

Research Interests

Publications Repository

The value of information in economic contexts

Behringer, S. and Belavkin, R.V. 2025. The value of information in economic contexts. 43rd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering. Ghent, Belgium 01 - 05 Jul 2024 MDPI. https://doi.org/10.3390/psf2025012006

Analysis and optimization of probabilities of beneficial mutation and crossover recombination in a hamming space

Belavkin, R. 2025. Analysis and optimization of probabilities of beneficial mutation and crossover recombination in a hamming space. Annals of Mathematics and Artificial Intelligence. https://doi.org/10.1007/s10472-025-09987-5

An evolutionary approach to automated class-specific data augmentation for image classification

Marc, S., Belavkin, R., Windridge, D. and Gao, X. 2024. An evolutionary approach to automated class-specific data augmentation for image classification. Moosaei, H., Hladík, M. and Pardalos, P. (ed.) 6th International Conference on the Dynamics of Information Systems. Prague, Czech Republic 03 - 06 Dec 2023 Springer. pp. 170–185 https://doi.org/10.1007/978-3-031-50320-7_12

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

Belavkin, R., Pardalos, P. and Principe, J. 2023. Value of information in the mean-square case and its application to the analysis of financial time-series forecast. Simos, D., Rasskazova, V., Archetti, F., Kotsireas, I. and Pardalos, P. (ed.) 16th International Conference on Learning and Intelligent Optimization. Milos Island, Greece 05 - 10 Jun 2022 Cham Springer. pp. 549-563 https://doi.org/10.1007/978-3-031-24866-5_39

Value of information in the binary case and confusion matrix

Belavkin, R., Pardalos, P. and Principe, J. 2022. Value of information in the binary case and confusion matrix. 41st International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering. Paris, France 18 - 22 Jul 2022 MDPI. pp. 1-9 https://doi.org/10.3390/psf2022005008

Theory of Information and its Value

Stratonovich, R. Belavkin, R., Pardalos, P. and Principe, J. (ed.) 2020. Theory of Information and its Value. Springer.

Environmental pleiotropy and demographic history direct adaptation under antibiotic selection

Gifford, D., Krašovec, R., Aston, E., Belavkin, R., Channon, A. and Knight, C. 2018. Environmental pleiotropy and demographic history direct adaptation under antibiotic selection. Heredity. 121 (5), pp. 438-448. https://doi.org/10.1038/s41437-018-0137-3

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

Krašovec, R., Richards, H., Gifford, D., Belavkin, R., Channon, A., Aston, E., McBain, A. and Knight, C. 2018. Opposing effects of final population density and stress on Escherichia coli mutation rate. The ISME journal. 12 (12), pp. 2981-2987. https://doi.org/10.1038/s41396-018-0237-3

Relation between the Kantorovich-Wasserstein metric and the Kullback-Leibler divergence

Belavkin, R. 2018. Relation between the Kantorovich-Wasserstein metric and the Kullback-Leibler divergence. IGAIA IV 2016: Information Geometry and Its Applications. Liblice, Czech Republic 12 - 17 Jun 2016 Springer International Publishing. https://doi.org/10.1007/978-3-319-97798-0_15

Critical mutation rate has an exponential dependence on population size for eukaryotic-length genomes with crossover

Aston, E., Channon, A., Belavkin, R., Gifford, D., Krašovec, R. and Knight, C. 2017. Critical mutation rate has an exponential dependence on population size for eukaryotic-length genomes with crossover. Scientific Reports. 7 (1). https://doi.org/10.1038/s41598-017-14628-x
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