Speciality:
05.13.18 (Mathematical modelling, calculating methods, and the program systems)
E-mail: Keywords: probability-informed artificial intelligence models. semi-parametric statistical models for heterogeneous spatiotemporal data, segmentation and classification of radar images and signals, quality analysis of heterogeneous communication channels in telecommunications networks, dynamical-stochastic modeling in geophysics, artificial intelligence methods in medicine and biological research
Subject:
Probability-informed methods of artificial intelligence, statistical and stochastic models for heterogeneous data.
Main publications:
Горшенин А. К., Достовалова А. М., “MMRFiGN: ансамблевая графовая модель сегментации несбалансированных изображений высокого разрешения, информированная мультикомпонентными Марковскими случайными полями”, Доклады Российской академии наук. Математика, информатика, процессы управления, 527 (2025), 156-170
Gorshenin A. K., Kozlovskaya A. L., Gorbunov S. A., Kochetkova I. A., “Mobile network traffic analysis based on probability-informed machine learning approach”, Computer Networks, 247 (2024), 110433
Gorshenin A. K., Vilyaev A. L., “Machine Learning Models Informed by Connected Mixture Components for Short- and Medium-Term Time Series Forecasting”, AI, 5:4 (2024), 1955-1976
Gorshenin A. K., Osipova A. A., Belyaev K. P., “Stochastic analysis of air-sea heat fluxes variability in the North Atlantic in 1979-2022 based on reanalysis data”, Computers & Geosciences, 181 (2023), 105461
Gorshenin A. K., Osipova A. A., Belyaev K. P., “Eigenvector Decomposition for Joint Analysis of Spatial Characteristics in the North Atlantic”, Computers & Geosciences, 207 (2026), 106062