Analytical review of proceedings of IITI’25 conference

The review provides a brief summary of the collection of the most interesting reports of the 9th International Scientific Conference «Intelligent Information Technologies for Industry» (IITI'25), which was held from November 4–7, 2025, on the territory of the Federal Center «Sirius» in Russia. The conference was organized by Sirius University of Science and Technology, the Rostov State Transport University and the Scientific Research and Design Institute of Informatization, Automation and Communication in Railway Transport with the support of the Russian Association of Artificial Intelligence.

The aim of the conference is to accelerate the human-centered transformation in Industry 5.0 through AI-based innovation, facilitating the introduction of practical, safe and sustainable technologies that prioritize the interests of people and progress. The reports present interdisciplinary research combining AI in industry, human-machine interface, robotic systems, intelligent transport systems, soft computing, machine learning, multi-agent systems with empirical verification in real industrial conditions.

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).