Member of the Russian Association of Artificial Intelligence (RAAI). Corresponding Member of the Russian Engineering Academy (RIA) (diploma from 23.03.2006, number 2117). Deputy Chief Editor of peer-reviewed scientific journal: "Proceedings of the Southern Federal University. Engineering sciences". He was awarded the diploma of the Southern Federal University "For the best research work in 2011." Gratitude "For a significant contribution to the development of scientific and design-innovative activities" (2015, SFedU). Gratitude "For many years of professional and conscientious additional work as an expert specialist in the CAD department of IKTIB SFU" (2017, SFedU).
Research experience and publications
Main areas of research: machine learning; methods of search optimization; methods of data analysis and knowledge extraction; decision support systems; intelligent information systems; knowledge management systems. Methods for intelligent processing of linguistic expert information based on the use of machine learning approaches.
The author of more than 300 scientific works. Among them there are more than 30 scientific works published in citation databases of peer-reviewed literature Scopus, Web of Science. Constant member of world leading conferences on Information Technologies, Data Mining and Machine Learning.
List of conferences
8th IEEE International Conference “Application of Information and Communication Technologies – AICT 2014”. – 15-17 October 2014, Astana, Kazakhstan (Knowledge management based on multi-agent simulation in informational systems).
4th Computer Science On-line Conference 2015 (CSOC2015). Software Engineering in Intelligent Systems. – Springer International Publishing AG Switzerland (Decision Support Systems for Knowledge Management).
6th International Conference Cloud System and Data Engineering (Confluence). – 14-15 January 2016, Amity University Uttar Pradesh, Noida, India (Resource allocation system based on simulation modeling in computer-aided design system).
1st International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’16). – Springer International Publishing AG Switzerland (Models for Supporting of Problem-Oriented Knowledge Search and Processing).
XXII Ibero-American Conference on Software Engineering, CIbSE 2019, Cuba (Model-driven development of multi-agent systems: A systematic mapping).
Intelligent and Fuzzy Techniques: Smart and Innovative Solutions. INFUS 2020 Conference, Istanbul, Turkey, July 21-23, 2020 (A Combined Bioinspired Algorithm for Big Data Processing).
7th International Conference on Information Technologies in Engineering Education (Inforino). – IEEE. – 2024, Moscow, Russia (Computational Model of Swarm Algorithm for Optimizing Process of Keywords Extraction from Text Information Presented as Graph).
List of the most significant publications
1. Kravchenko Yu. Algorithm for Optimization of Keyword Extraction Based on the Application of a Linguistic Parser / D. Kravchenko, Yu. Kravchenko, A. Mansour, J. Mohammad, N. Pavlov // Informatics and Automation. – 2024. – Vol. 23. – No 2. – P. 467-494. (Scopus, SJR Q4, IF: 0,24, RSCI, K1) DOI: https://doi.org/10.15622/ia.23.2.6
2. Kravchenko, Yu.A. The Swarm Bacterial Algorithm Based on New Attractive Operators and Patterns of Agent Behavior / D.Y. Kravchenko, Yu.A. Kravchenko, E.V. Kuliev, S.I. Rodzin, L.S. Rodzina // Lecture Notes in Networks and Systems. – 2024. – Vol. 934. – Paper ID: 202183. – P. 147-168. (Scopus, WoS, SJR Q4, IF: 0,17) DOI: https://doi.org/10.1007/978-3-031-54813-0_15
3. Kravchenko, Yu.A. Study of the effectiveness of the search algorithm in image segmentation problems / D.Yu. Zaporozhets, Yu.A. Kravchenko, N.V. Kulieva, M.M. Semenova, E.V. Kuliev // Software & Systems. – 2024. – Vol. 37. – Issue 2. – P. 238–246. DOI: 10.15827/0236-235X.142.238-246 (RSCI)
4. Kravchenko, Yu.A. Harnessing key phrases in constructing a concept-based semantic representation of text using clustering techniques / D.Y. Kravchenko, Ali Mansour, Juman Mohammad, Nemury Silega, Yury Kravchenko // Lecture Notes in Computer Science. – 2023. – Vol. 14335. – P. 190-201. (Scopus, WoS, SJR Q2, IF: 0,61) DOI: 10.1007/978-3-031-49552-6_17
5. Kravchenko, Yu.A. Modified bio-inspired method of decision support for the prevention and elimination of emergency situations consequences / Yu.A. Kravchenko, E.M. Gerasimenko, V.V. Kureichik, E.V. Kuliev, D.Yu. Kravchenko, S.I. Rodzin // Information Technologies. – Issue 8, Vol. 29. – 2023. – P. 423-436. DOI: 10.17587/it.29.423-436 (RSCI)
6. Kravchenko Yu. Deep Learning Techniques for Natural Language Processing / Yu. Kravchenko, S.Rodzin, V.Bova, L.Rodzina // Lecture Notes in Networks and Systems (LNNS). – 2022. – Vol. 502. – P.121-130. (Scopus, WoS, SJR Q4, IF: 0,17) DOI: 10.1007/978-3-031-09076-9_11
7. Kravchenko Yu.A. Key phrases extraction method based on a new ranking function / Yu.A. Kravchenko, A.M. Mansour, J.H. Mohammad, V.V. Bova // Information Technologies. – Issue 9, Vol. 28. – 2022. – P. 465-474. DOI: 10.17587/it.28.465-474. (RSCI)
8. Kravchenko Yu.A. A Bioinspired Algorithm for Improving the Effectiveness of Knowledge Processing / Yu.A. Kravchenko, E. Kuliev, I. Kursitys, A. Natskevich // In book: Advances in Intelligent Systems and Computing. – 2021. – Vol. 1197. – P. 1491-1498. (Scopus, WoS, SJR Q4) DOI: 10.1007/978-3-030-51156-2_173
9. Kravchenko Yu.A. Simulation of the semantic network of knowledge representation in intelligent assistant systems based on ontological approach / Yu.A. Kravchenko, V.V. Bova, E.V. Kuliev, S.I. Rodzin // In book: Futuristic Trends in Network and Communication Technologies. – 2021. – Vol. 1396. – P. 241–252. (Scopus) DOI: 10.1007/978-981-16-1483-5_22
10. Kravchenko Yu.A. A Combined Bioinspired Algorithm for Big Data Processing / Yu.A. Kravchenko, E. Kuliev, I. Kursitys, D. Zaporozhets // In book: Advances in Intelligent Systems and Computing. – 2021. – Vol. 1197. – P. 842-849. (Scopus, WoS, Q4 sjr) DOI: 10.1007/978-3-030-51156-2_97
11. Kravchenko Y.A. Identification of Implicit Threats Based on Analysis of User Activity in the Internet Space / Y.A. Kravchenko, D.Yu. Zaporozhets, E.V. Kuliev, I. O. Kursitys, N.A. Lyz // In book: Futuristic Trends in Network and Communication Technologies. – 2021. – Vol. 1396. – P. 194–206. (Scopus) DOI: 10.1007/978-981-16-1483-5_18