Dr. Habil. Nataliia Kuznietsova is a Visiting Professor of American University Kyiv.
Professor of the Institute of Applied System Analysis NTUU "Igor Sikorsky Kyiv Polytechnic Institute”.
Received her Ph.D. in Informational Technologies from the Igor Sikorsky Kyiv Polytechnic Institute and Habilitated there in 2019 (01.05.04 specialty - System analysis and theory of optimal solutions). She received in 2024 a Fellowship from Australian Academy of Science and Ukrainian-Australian Research Foundation for research visit to University of Sydney.
Has practical experience as a Project Manager and SAS instructor (more than 10 years), Leader of System Analysis & Risk Management Group (SA&RM)
Participated in the international exchange programs and Erasmus+ staff mobilities in Ecole Central de Lyon, Mines Paris Tech (Paris), Technical University of Dresden (Germany), University of Zagreb (Croatia), University of Warwick (Great Britain), etc.
Data science, risk management, system analysis, big data analysis & technologies
Scientific Publications
Kuznietsova, N., Bidyuk, P., Kuznietsova, M. Data Mining Methods, Models and Solutions for Big Data Cases in Telecommunication Industry// In: Lecture Notes on Data Engineering and Communications Technologies, 2022, 77, pp. 107–127. https://link.springer.com/chapter/10.1007/978-3-030-82014-5_8
Nataliia Kuznietsova, and Petro Bidyuk, Intelligence Information Technologies for Financial Data Processing in Risk Management
Petro Bidyuk and Nataliia Kuznietsova, Integrated approach to financial data analysis, modeling and forecasting, Studies in Computational Intelligence, 2022, 1022, pp. 315–337.
Kuznietsova, N.V., Chernish, Z.S. Regression models application for analysis and forecasting of the financial activity quality indicators of the company. System Research and Information Technologies, 2020, 2020(2), pp. 67–81. https://doi.org/10.20535/SRIT.2308-8893.2020.2.05.
Кузнєцова Н.В., Бідюк П.І. Теорія і практика аналізу фінансових ризиків: системний підхід: монографія / Київ: Видавництво Ліра-К, 2020. 400 с.
Nataliia Kuznietsova, Serhii Smirnov, Application of Vision Transformers and 3D Convolutional Neural Networks for Sign Language Cluster Recognition. CEUR Workshop Proceeding (ISSN 1613-0073). 2023. Vol. 3392, CMIS 2023, p. 151-163. http://ceur-ws.org/Vol-3392/
Kuznietsova N. V., Huskova V. H., Bidyuk P. I., Matsuki Y., Levenchuk L. B. Modelling risk factors interaction and risk estimation with copulas DOI: 10.15588/1607-3274-2022-2-5.
Nataliia Kuznietsova, Petro Bidyuk, Marina Kuznietsova, Jules Lepretre Machine learning techniques for fault-tolerance analysis and forecasting
Nataliia Kuznietsova and Rémi Amoroso, An Approach to Green Financial Credit Risks Modeling
Kuznietsova N.,Bateiko E. Analysis and Development of Mathematical Models forAssessing Investment Risks in Financial Markets. CEUR Workshop Proceedings (ISSN 1613-0073). 2023. Vol. 3503, p. 92-101. https://ceur-ws.org/Vol-3503/paper9.pdf
Kuznietsova N., Shevchuk O. Computer Modelling and Investigation of Investment Portfolios. CEUR Workshop Proceedings (ISSN 1613-0073). 2023. Vol. 3513, p. 250-262. https://ceur-ws.org/Vol-3513/paper21.pdf
Kuznietsova N.V., Kvashuk I.O. and Chemanova A.O. Insurance claims risk modeling and forecasting using mathematical models and scorecards. CEUR Workshop Proceedings (ISSN 1613-0073). 2024. Vol. 3887, p. 50-62. https://ceur-ws.org/Vol-3887/paper5.pdf
Кузнєцова Н.В., Смірнов С.С. Узагальнена методологія розпізнавання мови жестів на відеопотоках на основі нейронних мереж і трансформерів. Реєстрація, зберігання і обробка даних. 2023. Т.25, №2. С. 66–76.
https://doi.org/10.35681/1560-9189.2023.25.2.300527
Кузнєцова Н. В., Шевчук О.С. Моделі оцінки ризиків зелених проєктів. Реєстрація, зберігання і обробка даних, 2024, Том.26, №1. С. 144-153. https://doi.org/10.35681/1560-9189.2024.26.1.308752
N.V. Kuznietsova, O.M. Trofymchuk, P.I. Bidyuk, O.M. Terentiev, and L.B. Levenchuk “Bayesian modelling of risks of various origin”, KPI Science News, no. 4, pp. 7–18, 2021. https://doi.org/10.20535/kpisn.2021.4.251684
Кузнєцова Н.В. Динамічне оцінювання ризиків і розробка антиризикових стратегій банківської діяльності / Н. В. Кузнєцова, Ф. А. Чан, М. В. Самсонюк, М. В. Юрчук
O. Trofymchuk, O. Tymoshchuk, N. Kuznietsova, V. Huskova, P. Bidyuk and S. Polozhaenko, "Intellectual Decision Support System for Modeling and Forecasting Nonlinear Nonstationary Financial Processes and Risks Estimation," 2022 IEEE 3rd International Conference on System Analysis & Intelligent Computing (SAIC), 2022, pp. 1-5.10.1109/SAIC57818.2022.9923009.
N. Kuznietsova and P. Bidyuk, "Heteroskedasticity Models for Financial Processes Modelling and Forecasting," 2020 IEEE Third International Conference on Data Stream Mining & Processing (DSMP), Lviv, Ukraine, 2020, pp. 310-315. DOI: 10.1109/DSMP47368.2020.9204313.
Kuznietsova N., Bidyuk P., Kulinich A. V. Data Mining Methods for Evaluation and Forecasting the Mobile Internet Traffic in Roaming. CEUR Workshop Proceeding. 2021. Vol. 2864. pp. 73-86.http://ceur-ws.org/Vol-2864/paper7.pdf.
