Models and technologies of cognitive agents for decision-making with integration of artificial intelligence

Kostiuk, Yuliia and Skladannyi, Pavlo and Sokolov, Volodymyr and Vorokhob, Maksym (2025) Models and technologies of cognitive agents for decision-making with integration of artificial intelligence Modern Data Science Technologies Doctoral Consortium 2025, 4005. pp. 82-96. ISSN 1613-0073

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Abstract

Cognitive agent models and technologies integrated with artificial intelligence are key in modern research that contributes to developing adaptive decision support systems. Cognitive agents capable of self-learning use neural networks and deep learning algorithms to effectively process large amounts of information and predict and analyze complex, multi-criteria situations. Such agents adapt to changing conditions thanks to built-in self-learning mechanisms and natural language processing. They can interact with users at a level that is as close as possible to human communication. In addition, using cognitive maps and other thinking models allows us to create systems that visualize cause-and-effect relationships and integrate subjective factors, such as experience and intuition, into the decision-making process. This makes it possible to ensure high accuracy, flexibility, and efficiency of decisions in complex scenarios that require dynamic adaptation and real-time data processing. Integrating artificial intelligence into cognitive systems opens up new opportunities for creating intelligent decision-support tools capable of detecting patterns in user behavior and recommending optimal actions based on predictions, which increases the efficiency of decision-making in complex multi-criteria situations.

Item Type:	Article
Uncontrolled Keywords:	Cognitive agents; artificial intelligence; decision-making; neuro-fuzzy networks; neural networks; fuzzy logic; integration; optimization methods1
Subjects:	Статті у базах даних > Scopus (без квартилю)
Divisions:	Факультет інформаційних технологій та математики > Кафедра інформаційної та кібернетичної безпеки ім. професора Володимира Бурячка
Depositing User:	Павло Миколайович Складанний
Date Deposited:	22 Aug 2025 09:28
Last Modified:	22 Aug 2025 09:28
URI:	https://elibrary.kubg.edu.ua/id/eprint/52803

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