Teaching
Supervising students
Supervising 2 PhD, 31 MSc, 4 BSc projects defended in 2010-2023 including 4 double-degree MSc students (ITMO University + University of Amsterdam).
Selected recently completed PhD/MSc/BSc projects
- [MSc] “Advancing Healthcare Navigation: Indoor Localization in Hospitals using Fingerprinting and Particle Filters” by Coen Prins (University of Amsterdam, 2024) - co-supervisor/assessor - link
- [MSc] “Evaluation of Process Models using Healthcare Event Logs with Complex Multi-Criterion Metrics” by Ashish Ireddy (ITMO University, 2023)
- [BSc] “Methods for Improvement of Generative Model Applied to Programming Question Answering” by Alexey Gorbatovsky (ITMO University, 2023)
- [PhD] “Extracting and applicatiing knowledge from special data to improve quality of predictive models for tasks of expert decision support” by Ilia Derevitskii (ITMO University, 2022) - link
- [MSc] “Coupling Game Theory and Discrete-Event Simulation for Model-Based Ambulance Dispatching” by Xinyu Fu (ITMO University + University of Amsterdam, 2020) - link
- [MSc] “Intelligent technologies for interpretable process models of caregiving to the patients with chronic diseases” by Liubov Elkhovskaya (ITMO University, 2020)
- [MSc] “A technology for interactive mobile support of patients with chronic diseases” by Maxim Kabyshev (ITMO University, 2020)
- [MSc] “Intelligent methods for identification of models of vital characteristics dynamics of chronic patients using electronic health records” by Alexey Onishchuk (ITMO University, 2020)
- [PhD] “Empirical knowledge extraction from electronic healthcare records and its formalization for improvement of treatment quality of cardiovascular patients” by Oleg Metsker (ITMO University, 2018) - link
- [MSc] “Clinical pathway modeling for high-diversity patient flow with a data-driven approach for patients with the acute coronary syndrome” by Anastasia Funkner (ITMO University, 2018)
Supervising MSc programs/specializations at ITMO University
- Computational biomedicine (MSc program, defenses in 2018, 2019, 2020)
- Digital healthcare (MSc program, defense in 2021)
- Intelligent big data technologies in medicine and healthcare (specialization in MSc program “Big data and machine learning”, defenses in 2022, 2023)
Lecturing, giving and organizing courses
- Regular courses for MSc students at ITMO University: “Medical statistics”, “Mathematical models of complex software”, “Introduction to eScience and eEngineering”, “Methodology of translational research”
- Lectures for external professionals: “Data science in medicine and healthcare” (for medicine professionals), “Commertial development of intellectual entities” (for wide range of professionals), “Foundation of digital transformation in healthcare” (for healthcare professionals and government)