Educational background

Degree of Bachelor of Sciences at National Technical University of Ukraine "Kiev Polytechnic Institute", Department of Applied Mathematics (June, 1998);

Degree of Specialist at National Technical University of Ukraine "Kiev Polytechnic Institute", Department of Applied Mathematics (February, 2000);

Ph.D. degree at the Institute of Hydromechanics of National Academy of Sciences of Ukraine (October, 2004).

Doctor of Sciences degree at the Institute of Cybernetics of National Academy of Sciences of Ukraine (January, 2020).

Work History Career

From April, 1999 to November, 2000 - Scientific-Production Enterprise DELTA, junior staff scientist;

From December, 2000 to November, 2003 - post-graduate course at Institute of Hydromechanics of National Academy of Sciences of Ukraine;

From December, 2003 to present moment - Scientific-Production Enterprise DELTA, chief of Algorithms Department.

From September, 2018 – December, 2020 - Institute of Cybernetics of National Academy of Sciences of Ukraine, pursuing Doctor of Sciences degree.

From 2020 to present – senior staff scientist at Kiev Academic University.

From 2023 to present – visiting professor at American University Kyiv.

Machine Learning: methods of data classification and clustering; deep learning; image and speech signal recognition; natural language processing.

Digital Signal Processing: methods of signal classification and demodulation; blind signal separation.

Numerical Methods: solution of systems of nonlinear equations; global maximization of multi-extrema functions; Information Theory:

methods of data compression and error-correcting coding.

Main scientific articles:

 Semenov V., Tymchyshyn V., Bezguba V., Tsizh V., Khlevniuk A. Galaxy Morphological Classification with Manifold Learning. Astronomy and Computing. V.52, 100963, 2025.  https://doi.org/10.1016/j.ascom.2025.100963

Semenov V., Semenova E.V. Application of machine learning methods to some problems of digital signal processing in telecommunication tasks. Cybernetics and Systems Analysis. 2025.  https://doi.org/10.1007/s10559-025-00803-w

Semenov, V., & Semenova, Y. "Method for the Automatic Modulation Classification for the Sums of Phase-Shift-Keying Signals Based on Polynomial Features." Proceedings of 2024 IEEE Elnano Conference, 2024, pp. 587–590. DOI: 10.1109/ELNANO63394.2024.10756909

Zadiraka, V. K., & Semenov, V. Yu. "Methods for the solution of systems of nonlinear algebraic equations and functions’ minimization tasks: elements of theory and applications." Kyiv, Naukova Dumka, 2023

Mhaskar, H. N., Pereverzyev, S. V., Semenov, V. Yu., & Semenova, E. V. "Data Based Construction of Kernels for Semi-Supervised Learning With Less Labels." Frontiers in Applied Mathematics and Statistics, 2019, Vol. 5, Article 21. DOI: 10.3389/fams.2019.00021

Semenov, V., & Semenova, E. V. "Method for Localizing the Zeros of Analytic Functions Based on the Krawczyk Operator." Cybernetics and Systems Analysis, 2019, Vol. 55, No. 3, pp. 514–520. DOI: 10.1007/s10559-019-00134

Mhaskar, H. N., Pereverzyev, S. V., Semenov, V. Yu., & Semenova, E. V. "Data based construction of kernels for classification." In 2018 Matrix Annals, Editor: Wood D. R., Springer, 2019. DOI: 10.1007/978-3-030-04161-8_15

Semenov, V., & Prestin, J. "Investigating the Orthogonality Conditions of Wavelets Based on Jacobi Polynomials." Cybernetics and Systems Analysis, 2018, Vol. 54, pp. 678–686. DOI: 10.1007/s10559-018-0070-0

· Semenov, V. "Demodulation method for continuous phase modulation signals." Radioelectronics and Communications Systems, 2018, Vol. 61, No. 4, pp. 153–156. DOI: 10.3103/S073527271804004X

Semenov, V. "A Method to Find all the Roots of the System of Nonlinear Algebraic Equations Based on the Krawczyk Operator." Cybernetics and Systems Analysis, 2015, Vol. 51, pp. 169–175. DOI: 10.1007/s10559-015-9710-0

Semenov, V. "Method for the Calculation of all Zeros of an Analytic Function Based on the Kantorovich Theorem." Computational Methods in Applied Mathematics, 2014, Vol. 14, No. 3, pp. 385–392. DOI: 10.1515/cmam-2014-0014

Semenov, V. "The Method of Determining All Real Nonmultiple Roots of Systems of Nonlinear Equations." Computational Mathematics and Mathematical Physics, 2007, Vol. 47, No. 9, pp. 1428–1434. DOI: 10.1134/S0965542507090100

· Semenov, V. "A novel approach to calculation of line spectral frequencies based on inter-frame ordering property." In Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, 2006, Toulouse, Vol. 3, pp. 1072–1075. DOI: 10.1109/ICASSP.2006.1660760