Аналитический обзор трудов конференции IITI’25

В обзоре приводится краткое реферирование коллекции наиболее интересных докладов 9-й Международной научной конференции «Интеллектуальные информационные технологии для индустрии» (IITI’25), которая проходила в период с 4 по 7 ноября 2025 г. на территории Федерального центра «Сириус» в России. Конференция была организована Научно-технологическим университетом «Сириус», Ростовским государственным университетом путей сообщения и Научно-исследовательским и проектно-конструкторским институтом информатизации, автоматизации и связи на железнодорожном транспорте при поддержке Российской ассоциации искусственного интеллекта.

Цель конференции – ускорить ориентированную на человека трансформацию в Индустрию 5.0 посредством инноваций на основе ИИ, способствуя внедрению практичных, безопасных и устойчивых технологий, которые ставят во главу угла интересы людей и прогресса. В докладах представлены междисциплинарные исследования, сочетающие ИИ в индустрии, человеко-машинный интерфейс, робототехнические системы, интеллектуальные транспортные системы, мягкие вычисления, машинное обучение, многоагентные системы с эмпирической проверкой в реальных промышленных условиях.

1. Ilicheva, V. Analysis of a Logical Approach for Modeling Transport Systems Extended by Builtin Arithmetic / V. Ilicheva, A. Guda // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 732–741. – ISBN 978-3-032-13615-2 (eBook).

2. Mikheyenkova, M. On the Role of Argumentation in Trustworthy Decision-Making Systems / M. Mikheyenkova // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 741–750. – ISBN 978-3-032-13615-2 (eBook).

3. Eremeev, A. P. Boolean and metric extensions of Allen's interval logic / A. P. Eremeev, G. S. Plesnewicz // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 708– 721. – ISBN 978-3-032-13615-2 (eBook).

4. Bochkov, A. On the “Reasonableness” Criterion for Artificial Intelligence / A. Bochkov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 697–708. – ISBN 978-3-032- 13615-2 (eBook).

5. Yurushkin, M. Minimal String Search under Regular Constraints / M. Yurushkin, I. Slynko, S. Bachurin // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 721–732. – ISBN 978-3-032-13615-2 (eBook).

6. Gribova, V. Decision Support through Reasoning by Analogy Based on a Hybrid Case Retrieval Approach / V. Gribova, R. Kovalev, V. Timchenko // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 227–239. – ISBN 978-3-032-13612-1 (eBook).

7. Gerasimenko, E. Integrated Multi-Criteria Linguistic Group Decision-Making Algorithm for Mass Evacuation Scenarios / E. Gerasimenko, V. Kureichik, G. B. Allende // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 266–280. – ISBN 978-3-032-13612-1 (eBook).

8. Romanov, A. A Context-Based Approach to Fuzzy Type-2 Membership Functions Parametrizing in Control Applications / A. Romanov, A. Filippov, L. Kamaletdinova // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 201–213. – ISBN 978-3-032-13612-1 (eBook).

9. Ireddy, S. A. T. Analysis of Internal and External Context in Clinical Decision Scenarios with Expert Feedback / A. T. S. Ireddy, S. Kovalchuk // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 301–316. – ISBN 978-3-032-13612-1 (eBook).

10. Data Mining Methods for Classifying Complex Objects on Example of Oil Well Production Flow Regimes / I. Mikhaylov, I. Fominykh, M. Fomina, K. Sidorov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 167–176. – ISBN 978-3-032-13612-1 (eBook).

11. Hybrid Algorithm for Forming a Route Configuration Taking into Account Uncertainty in Terrain Information / M. Beskhmelnov, A. Vyatkin, Y. Dobrikov, O. Lebedev // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 248–266. – ISBN 978-3-032-13612-1 (eBook).

12. Tselykh, A. A Finite-Horizon Open-Loop LQ-Control Problem with Unknown Dynamics Under Constraints / A. Tselykh, V. Vasilev, L. Tselykh // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 188–201. – ISBN 978-3-032-13612-1 (eBook).

13. Tselykh, A. Reconstruction of Weights of a Directed Weighted Signed Graph Via a Conditional Principal Eigenvector / A. Tselykh, V. Vasilev, L. Tselykh // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 176–188. – ISBN 978-3-032-13612-1 (eBook).

14. Akperov, I. Integrated Organizational Design for Enhancing Digital Consciousness Through Meta competency Development / I. Akperov, B. Martynov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 239–248. – ISBN 978-3-032-13612-1 (eBook).

15. Remote Sensing Detection an Archaeological Site of Bronze Age Using Digital Terrain Models and YOLO Models Based on a Transformer Architecture / A. Vokhmintcev, V. Abbazov, M. Khater [et al.] // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 280–292. – ISBN 978-3-032-13612-1 (eBook).

16. Rodzin, S. Metaheuristic Algorithms : Current State and Applications in Optimization Problems / S. Rodzin, A. Alexandrov, I. Olgeizer // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 438–455. – ISBN 978-3-032-13612-1 (eBook).

17. Optimization Algorithm for Finding Initial Solutions in Population Metaheuristics / S. Rodzin, A. Chernova, I. Olgeizer, S. Kovalev // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 455–467. – ISBN 978-3-032-13612-1 (eBook).

18. Zavarzin, N. Empirical Evaluation of Motion Primitives in Multi-Agent Path Finding with Kinodynamic Constraints / N. Zavarzin, K. Yakovlev // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 467–481. – ISBN 978-3-032-13612-1 (eBook).

19. Gao, J. Cost Optimization Problem for Opinion Dynamics at Terminal Moment in a Multi-Agent Social Group / J. Gao // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 431–438. – ISBN 978-3-032-13612-1 (eBook).

20. Veselov, G. Development of a Hybrid Method for Solving the Problem of Queuing Applications / G. Veselov, L. Gladkov, W. M. Lezca // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 546–559. – ISBN 978-3-032-13612-1 (eBook).

21. Bereza, D. Development of an Agent-based Algorithm for Solving Systems of Linear Algebraic Equations of Large Dimension / D. Bereza, L. Gladkov, N. Gladkova // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 559–573. – ISBN 978-3-032-13612-1 (eBook).

22. Sakharov, M. Optimal Control of Vacuum Gas Oil Catalytic Cracking / M. Sakharov, K. Koledina // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 535–546. – ISBN 978-3-032-13612-1 (eBook).

23. Gnidko, K. Technology for Early Detection of Threats to the Information and Psychological Security of Students at Educational Institutions in the Sirius Federal Territory Based on Artificial Intelligence Models and Methods / K. Gnidko // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 421–432. – ISBN 978-3-032-13615-2 (eBook).

24. Kucherov, S. Hybrid Approach Using Artificial Intelligence for Software Systems Development Tasks / S. Kucherov, Y. Rogozov, A. Sviridov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 411–421. – ISBN 978-3-032-13615-2 (eBook).

25. Zhilyakova, L. Computational Model of Interval Timing in Active Intelligent Agents / L. Zhilyakova // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 497–507. – ISBN 978-3-032-13615-2 (eBook).

26. Neuro-Fuzzy Modeling for Synthesis Optimization: A Pathway to Advanced Porous Materials / A. Alexandrov, E. Kolomenskaya, V. Butova, M. Butakova // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 457–473. – ISBN 978-3-032-13615-2 (eBook).

27. Rybina, G. Situational Control Application to Construct Adaptive Ontological Environment for Intelligent Tutoring Based on Integrated Expert Systems / G. Rybina, A. Grigoryev // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 580–592. – ISBN 978-3-032-13615-2 (eBook).

28. Gnidko, К. Fine-Tuned ResNet50 for Binary Classification of Harmful Visual Stimuli: Dataset Curation and Performance Benchmarking / К. Gnidko, D. Lisov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 341–352. – ISBN 978-3-032-13615-2 (eBook).

29. Gavrilenko, O. Feature Engineering in the Task of Predicting the Psychological Traits Online Social Network Users / O. Gavrilenko, V. Oliseenko, M. Abramov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 432–443. – ISBN 978-3-032-13615-2 (eBook).

30. Ivashchenko, A. Career Proling: AI-based Prediction Using Digital Traces from Online Social Networks / A. Ivashchenko, T. Tulupyeva // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 621–631. – ISBN 978-3-032-13615-2 (eBook).

31. Lepskiy, A. Combining Dependent Sources of Information within the Framework of Evidence Theory / A. Lepskiy // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 473–485. – ISBN 978-3-032-13615-2 (eBook).

32. Automated Corn Kernel Counting from Multiple Views / M. Yurushkin, A. Gornostal, P. Babich [et al.] // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 26–36. – ISBN 978-3-032-13612-1 (eBook).

33. Kotenko, I. Combining Methods to Protect Image Recognition Systems from Adversarial FGSM Attacks / I. Kotenko, I. Saenko, V. Sadovnikov // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 283–294. – ISBN 978-3-032-13615-2 (eBook).

34. Abramenko, G. Ontology-Guided Heterogeneous Graph Retrieval for Large-Language-Model Interpretation of Suricata Events / G. Abramenko, I. Kotenko // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 261–273. – ISBN 978-3-032-13615-2 (eBook).

35. Possibilities to Detect a Crash in a Large IT Infrastructure by Indirect Indicators / A. Grusho, D. Smirnov, E. Timonina, M. Zabezhailo // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 317–329. – ISBN 978-3-032-13615-2 (eBook).

36. Li, X. Quantum Reservoir Computing for Modeling Nonlinear Complex Dynamics / X. Li, C. Huo, C. Zhao // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 294– 305. – ISBN 978-3-032-13615-2 (eBook).

37. Sharikov, P. Methodology for Analyzing Dockerfiles for Vulnerabilities Using AI / P. Sharikov, A. Chechulin // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 273–283. – ISBN 978-3-032-13615-2 (eBook).

38. Gorda, M. Architecture of a Decision-Support Assistant for Cybersecurity Incident Investigation / M. Gorda, A. Chechulin // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 305–317. – ISBN 978-3-032-13615-2 (eBook).

39. A Reinforcement Learning-Based Agent Training Environment for Autonomous Cybersecurity Protection / A. Baloira Reyes, A. Tselykh, Y. Varakin, T. Gadzhiev // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 362–374. – ISBN 978-3-032-13615-2 (eBook).

40. Gnidko, K. Quantum-Like Phenomena in the Spread of Collective Emotions in Social Networks: Model, Experiment, and Dataset / K. Gnidko, I. Vasilenko // Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 352–362. – ISBN 978-3-032-13615-2 (eBook).

41. Boluchenko, V. Digital Platform for Intelligent Tracking of International Road Transport using Blockchain Technology and Electronic Navigation Seals / V. Boluchenko, O. Kudryavtsev, V Skiba // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 223–234. – ISBN 978-3-032-13615-2 (eBook).

42. Neural Network Model for Adaptive Control of Permanent Magnet Synchronous Motor / A. Chepiga, A. Chebotarev, V. Kandalov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 184–197. – ISBN 978-3-032-13615-2 (eBook).

43. Learning to Reject: Using an Error Class for More Reliable Object Detection / A. Puzerenko, A. Sukhanov, P. Borovlev, A. Khatlamadzhiyan // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 140–159. – ISBN 978-3-032-13615-2 (eBook).

44. Automated Non-Contact Measurement of Geometric Parameters of Wheels for Safe Movement of Rolling Stock / A. S. Adadurov, I. Yu. Savelev, P. I. Tsomae, K. G. Arinushkina // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 65–77. – ISBN 978-3-032-13615-2 (eBook).

45. Kulinich, I. Artificial Intelligence-Based Methods for Evaluation of Severity Parameter for Hazard Analysis and Risk Assessment of Highly Automated Vehicle / I. Kulinich, O. Kirovskii, A. Korolev // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 212–22. – ISBN 978-3-032-13615-2 (eBook).

46. The Use of LLM in Selecting the Architectural Patterns for Safety Critical Automotive Systems / M. Tikhomirov, O. Kirovskii, G. Kruglov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 93–103. – ISBN 978-3-032-13615-2 (eBook).

47. Transformation the Mathematical Model of Telemetry Data to Reconstruct the Wagon History Movements in the Station for the Purpose of Idle Analytics / D. V. Fedorin, D. S. Polyanichenko, S. Y. Grishaev, A. I. Dolgiy // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 30–43. – ISBN 978-3-032-13615-2 (eBook).

48. Automation and Intellectualization of Management Train and Shunting Movements at the Marshalling Yard / S. K. Nastenko, D. S. Polyanichenko, M. A. Butakova, S. Y. Grishaev // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 43–53. – ISBN 978-3-032-13615-2 (eBook).

49. Khashev, A. Models of Urban Transport Infrastructure Development under Systemic Constraints / A. Khashev, N. Kovaleva, T. E. Mamaev // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 197–212. – ISBN 978-3-032-13615-2 (eBook).

50. Bulavin, Y. Neural Network-Based Control of Train Dynamics for Railway Road Digital Twins / Y. Bulavin, O. Ignatieva, V. Vereskun // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 246–261. – ISBN 978-3-032-13615-2 (eBook).

51. Synergetic Approach to the Development of Autonomous Smart Grid Systems / G. Veselov, D. Elkin, S. Sklyarov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 3–14. – ISBN 978-3-032-13615-2 (eBook).

52. Dulin, S. Intellectualizing Geodata Access based on Semantic Geointeroperability / S. Dulin, D. Nikishin, A. Ryabtsev // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 172–184. – ISBN 978-3-032-13615-2 (eBook).

53. Kuliga, A. V. Geometrical Properties and Exact Decay of Long-Short Algorithmic Trading Strategies / A. V. Kuliga, I. N. Shnurnikov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 681–696. – ISBN 978-3-032-13615-2 (eBook).

54. Baron, M. Detection of Temporary Disorders with Application to Electricity Pricing / M. Baron, S. Malov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 634–646. – ISBN 978-3-032-13615-2 (eBook).

55. Vyatkin, A. Comparison of LLMs on Financial Professional Tests / A. Vyatkin, V. Oliseenko, R. Morozov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 655–667. – ISBN 978-3-032-13615-2 (eBook).

56. Danilova, N. Statistical Machine Learning in Risk Management for Random Investing / N. Danilova, G. Beliavsky, E. Kamchatnaya // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 646–655. – ISBN 978-3-032-13615-2 (eBook).

57. Interaction Modeling and System Stability Analysis in Financial Markets / X. Zhang, W. Tan, M. Yu [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 623–634. – ISBN 978-3-032-13615-2 (eBook).

58. A Probabilistic Concept-Based Learning Method within the Framework of Survival Analysis / L. Utkin, S. Kirpichenko, A. Konstantinov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 96–108. – ISBN 978-3-032-13612-1 (eBook).

59. Konstantinov, A. Neural Network as a Loss Function for Constructing Decision Tree / A. Konstantinov, L. Utkin, N. Verbova // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 108–121. – ISBN 978-3-032-13612-1 (eBook).

60. Petrovski, A. Machine Learning-Based Intelligent Measurement in Industrial Digital Twins / A. Petrovski, G. Abramenko, I. Kotenko // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 14–26. – ISBN 978-3-032-13612-1 (eBook).

61. Zhang, S. PnP-dPPM : Accelerating Plug-and-Play Methods with Degenerate Proximal Point Methods / S. Zhang, H. Yang, H. Wang // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 54–64. – ISBN 978-3-032-13612-1 (eBook).

62. Wang, Q. Multi-Task Deep Convolutional Neural Network Based on YOLOv11 for Tomato Fruit Ripening Detection / Q. Wang, G. Fu, Z. Li // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 144–155. – ISBN 978-3-032-13612-1 (eBook).

63. Hybrid and Hierarchical Explainable AI Based on Kolmogorov-Arnold Networks / A. Averkin, Y. Trofimov, A. Lebedev, A. Ilin // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 36–44. – ISBN 978-3-032-13612-1 (eBook).

64. Mikhailov, D. Lion Optimizer: the Impact of Hyperparameter Selection on the Quality of Model Training / D. Mikhailov, M. Abramov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 44–53. – ISBN 978-3-032-13612-1 (eBook).

65. Puchkov, A. CNN-LSTM Autoencoder for Anomaly Detection in Phosphate Ore Thermal Processing Data / A. Puchkov, A. Sokolov, M. Vorotilova // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 131–144. – ISBN 978-3-032-13612-1 (eBook).

66. Avshalumov, M. Towards Fast Image Segmentation Based on Visual-Language Prompts / M. Avshalumov, D. Yudin // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 64–76. – ISBN 978-3-032-13612-1 (eBook).

67. Kolodenkova, A. Problems of Recognizing a Potential Intruder by Body Movements and Face and Ways of Solving Them / A. Kolodenkova, M. Bochkarev // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 88–96. – ISBN 978-3-032-13612-1 (eBook).

68. Vakhitov, R. Object-Centric World Models Meet Monte Carlo Tree Search / R. Vakhitov, L. Ugadiarov, A. Panov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 481–492. – ISBN 978-3-032-13612-1 (eBook).

69. LLM-Powered Hybrid Decision Support : Foundation Techniques, General Architecture and Methodology / A. Smirnov, A. Ponomarev, N. Shilov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 597–614. – ISBN 978-3-032-13612-1 (eBook).

70. Sakharov, M. A New Assessment Framework for LLM-Generated Optimization Methods / M. Sakharov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 585–597. – ISBN 978-3-032-13612-1 (eBook).

71. Vitko, M. Structuring and Optimization of Personalized Context for Large Language Models in Software Developer's Support / M. Vitko, S. Kovalchuk // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 573–585. – ISBN 978-3-032-13612-1 (eBook).

72. An Interpretable Predictive Model of In-Hospital Mortality in Patients with Myocardial Infarction Based on Risk Factor Phenotypes / K. Shakhgeldyan, G. Grenkin, B. Geltser, N. Kuksin // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 317–329. – ISBN 978-3-032-13612-1 (eBook).

73. Bogatikova, M. Prototype of an Expert System for the Diagnosis of Destructive Forms of Acute Appendicitis in Children / M. Bogatikova, A. Belyaeva, B. Kobrinskii // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 350–358. – ISBN 978-3- 032-13612-1 (eBook).

74. Kobrinskii, B. A. Hybrid Approach to Designing Medical Intelligent Systems Based on Combining Fuzzy Models and Heterogeneous Information Fusion Methods / B. A. Kobrinskii, S. Kovalev, V. S. Chekanova // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 329–339. – ISBN 978-3-032-13612-1 (eBook).

75. Blagosklonov, N. A. Medical Expert Diagnostic Decision Support System : Results and Validation / N. A. Blagosklonov // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 417–431. – ISBN 978-3-032-13612-1 (eBook).

76. An Interpretable Predictive Model of In-Hospital Mortality in Patients with Myocardial Infarction Based on Risk Factor Phenotypes / K. Shakhgeldyan, G. Grenkin, B. Geltser, N. Kuksin // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 317–329. – ISBN 978-3-032-13612-1 (eBook).

77. Gribova, V. V. Machine-Executable Representation of Clinical Treatment Guidelines / V. V. Gribova, E. A. Shalfeeva // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 386–397. – ISBN 978-3-032-13612-1 (eBook).

78. A Probabilistic Concept-Based Learning Method within the Framework of Survival Analysis / L. V. Utkin, S. R. Kirpichenko, A. V. Konstantinov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 96–108. – ISBN 978-3-032-13612-1 (eBook).

79. Efremenko, V. A. The Weibull Distribution as a Parametric Survival Model Incorporated into the Second-Order Gradient Boosting / V. A. Efremenko, A. V. Konstantinov, L. V. Utkin // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 1. – P. 21–30. – ISBN 978-3-032-13615-2 (eBook).

80. Real Time Mental Stress Prediction Using Explainable Artificial Neural Network with Network Pruning / M. W. Raed, H. M. Jadallah, I. Huseyinov [et al.] // International Conference on Intelligent Information Technologies for Industry (IITI’25). – 2025. – Vol. 2. – P. 407–417. – ISBN 978-3-032-13612-1 (eBook).