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Scientific and analytical journal «Vestnik Saint-Petersburg university of State fire service of EMERCOM of Russia»
Journals / Scientific and analytical journal «Vestnik Saint-Petersburg university of State fire service of EMERCOM of Russia» / Volume 2025 Issue 3 / INFORMATION AND ALGORITHMIC PRINCIPLES OF TASK PRIORITIZATION UNDER MULTICRITERIA UNCERTAINTY
UDC 004.852

INFORMATION AND ALGORITHMIC PRINCIPLES OF TASK PRIORITIZATION UNDER MULTICRITERIA UNCERTAINTY

Published in Scientific and analytical journal «Vestnik Saint-Petersburg university of State fire service of EMERCOM of Russia» · Volume 2025, Issue 3 · Pages 147–155 · Rubric: WORKS OF YOUNG SCIENTISTS
DOI: https://doi.org/10.61260/2218-130X-2025-3-147-155
Received: 25.06.2025 Accepted: 21.07.2025 Published: 20.10.2025 Language of publication: ru-RU
Authors
ST
Stepan Trushin
ORCID
ABSTRACT
The paper addresses the task of prioritizing items in information systems operating under incomplete and changing data. It presents an analysis of existing methods (Analytic Hierarchy Process, Technique for Order of Preference by Similarity to Ideal Solution, heuristics, machine learning) and shows that none of them fully meet the requirements of robustness, adaptability, and interpretability. To address this, the authors propose a new model that automatically evaluates the importance of features, handles missing data, and provides understandable results. The model also adjusts priorities based on task dependencies. A numerical experiment confirms that the model remains stable even with significant data loss. The solution is applicable in help desk systems, project management, digital platforms, and real-time processing environments.
KEYWORDS
task prioritization, incomplete data, adaptive algorithm, information systems, interpretability, multicriteria analysis
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Chairman of the Editorial Board, Head of the Department of Applied Mathematics and Information Technologies of Saint-Petersburg university of State fire service of EMERCOM of Russia
Alexander Matveev
Secretary, Deputy Head of the Department of Applied Mathematics and Information Technology of Saint-Petersburg University of the State Fire Service of the Ministry of Emergency Situations of Russia
Alexander Maksimov
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