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

Kostiuk, Yuliia та Skladannyi, Pavlo та Sokolov, Volodymyr та 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. с. 82-96. ISSN 1613-0073

Текст Y_Kostiuk_P_Skladannyi_V_Sokolov_M_ Vorokhob_MoDaST_2025_4005.pdf Download (2MB)

Анотація

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.

Тип елементу :	Стаття
Ключові слова:	Cognitive agents; artificial intelligence; decision-making; neuro-fuzzy networks; neural networks; fuzzy logic; integration; optimization methods1
Типологія:	Статті у базах даних > Scopus (без квартилю)
Підрозділи:	Факультет інформаційних технологій та математики > Кафедра інформаційної та кібернетичної безпеки ім. професора Володимира Бурячка
Користувач, що депонує:	Павло Миколайович Складанний
Дата внесення:	22 Серп 2025 09:28
Останні зміни:	22 Серп 2025 09:28
URI:	https://elibrary.kubg.edu.ua/id/eprint/52803

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