Egor Dudyrev

Doctoral Student:Faculty of Computer Science / School of Data Analysis and Artificial Intelligence

Professional Interests

FCA (Formal Concept Analysis) Supervised Machine Learning

Young Faculty Support Programme (Group of Young Academic Professionals)
Category "New Researchers" (2022)

Postgraduate Studies

3rd year of study
Approved topic of thesis: A unified FCA-based framework for explaining rule sets, decision trees, and ensembles of decision trees
Academic Supervisor: Kuznetsov, Sergei

Courses (2022/2023)

Ordered Sets in Data Analysis (Master’s programme; Faculty of Computer Science; 1 year, 1, 2 module)Eng

Publications⁶

Chapter Dudyrev E., Kuznetsov S., Napoli A. Constructing decision quivers, in: FCA4AI 2023 What can FCA do for Artificial Intelligence 2023 Proceedings of the 11th International Workshop "What can FCA do for Artificial Intelligence?" co-located with the 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023) Macao, S.A.R. China; August 20, 2023 / Ed. by S. Kuznetsov, A. Napoli, S. Rudolph. Vol. 3489. CEUR-WS.org, 2023. P. 69-80.
Chapter Dudyrev E., Kuznetsov S., Napoli A. Description Quivers for Compact Representation of Concept Lattices and Ensembles of Decision Trees, in: 17th International Conference, ICFCA 2023, Kassel, Germany, July 17–21, 2023, Proceedings. Formal Concept Analysis, (LNCS, volume 13934). Switzerland : Springer, 2023. doi P. 127-142. doi
Article Dudyrev E., Semenkov Ilia, Kuznetsov S., Gusev G., Sharp A., Pianykh O. Human knowledge models: Learning applied knowledge from the data // Plos One. 2022. Vol. 17. No. 10. Article e0275814. doi
Chapter Dudyrev E., Kuznetsov S. Towards Fast Finding Optimal Short Classifiers, in: Proceedings of the 10th International Workshop "What can FCA do for Artificial Intelligence?" / Ed. by S. Kuznetsov, A. Napoli, S. Rudolph. Vol. 3233. CEUR Workshop Proceedings, 2022. P. 23-34.
Chapter Dudyrev E., Kuznetsov S. Decision Concept Lattice vs. Decision Trees and Random Forests, in: Formal Concept Analysis: 16th International Conference, ICFCA 2021, Strasbourg, France, June 29 – July 2, 2021, Proceedings / Ed. by A. Braud, Buzmakov Aleksey, T. Hanika, F. Le Ber. Springer, 2021. doi Ch. 16. P. 252-260. doi
Chapter Dudyrev E., Kuznetsov S. Summation of Decision Trees, in: Proceedings of the 9th International Workshop "What can FCA do for Artificial Intelligence?" (FCA4AI 2021) / Ed. by S. Kuznetsov, A. Napoli, S. Rudolph. Vol. 2972. CEUR-WS, 2021. Ch. 9. P. 99-104.