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Information × Registration Number 0225U001821, (0125U000232) , R & D reports Title Development of models and methods for constructing explanations in intelligent systems based on causal dependencies popup.stage_title Розробка моделей та методів побудови пояснень в інтелектуальних системах на основі каузальних залежностей Head Leshchynskyy Volodymyr O., к.т.н. Registration Date 08-02-2025 Organization Kharkiv National University Of Radio Electronics popup.description1 Development of causal models of explanations and methods for constructing explanations based on causal dependencies to increase the efficiency of using intelligent information systems solutions popup.description2  The object of research is the process of constructing explanations in intelligent information systems. The subject of research is models and methods of constructing explanations in intelligent information systems. The purpose of the work is to develop causal models of explanations and methods of constructing explanations based on causal dependencies to increase the efficiency of using solutions in intelligent information systems. Research methods are set theory; methods of intelligent data analysis; temporal logic; probability theory, possibility theory. Temporal and causal models of explanations have been developed at the local, process and global levels of detailing the decision-making process in intelligent systems. Methods of constructing explanations in intelligent systems have been developed based on a possibility approach and taking into account the changing requirements of users of such systems over time. The results obtained can be used to ensure transparency and understandability of intelligent systems solutions in such industries as medicine, finance, cybersecurity, the Internet of Things, and education (substantiation of diagnoses and treatment forecasts, justification of credit decisions, risk assessment and fraud detection, analysis of cyberattack threats, support for transparency of maintenance forecasting decisions, adaptation of the content of academic disciplines to the needs of students, etc.). Product Description popup.authors Lapshchyn Dmytro Yu. Leshchynska Iryna O. Leshchynskyi Volodymyr O. Neumyvakina Olha Ye. Chala Olha S. Chalyi Taras V. popup.nrat_date 2025-02-08 Close