Technology for selecting musical genres taking into account human mental health based on machine learning
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Дата
2026
Назва журналу
Номер ISSN
Назва тому
Видавець
Хмельницький національний університет
Анотація
The research considers the technology of intelligent selection of
musical genres taking into account human mental health based on machine
learning methods. The relevance of using music therapy as an effective
non-drug approach to improving emotional state, reducing stress, anxiety
and preventing psychoemotional disorders is substantiated. Modern
scientific research on the influence of music on mental health is analyzed,
as well as existing approaches to recommender systems in the field of
healthcare. A comparative analysis of the performance of various machine
learning methods for the task of classifying and predicting the user’s
psychoemotional state is conducted, based on the results of which the most
relevant algorithm is selected. Hyperparameters are selected and optimized
in order to increase the accuracy, stability and generalization ability of the
model. A concept of a system that provides personalized selection of
musical genres according to the individual psychological characteristics of
the user is proposed. The compliance of the developed technology with the
principles of explanatory and responsible artificial intelligence is outlined,
in particular with regard to the transparency of decisions, the ethics of data
use and the minimization of potential risks. The consistency of the research
results with the UN Sustainable Development Goals is shown, in particular
in the context of ensuring well-being, mental health and access to
innovative digital technologies in the field of healthcare
Опис
Ключові слова
mental health, musical genres, machine learning, recommendation systems, intelligent music selection, personalization, psycho-emotional state, explanatory artificial intelligence, responsible artificial intelligence, sustainable development
Бібліографічний опис
Alekseiko V., Petiak O., Bondarchuk B., Petruk T. Technology for selecting musical genres taking into account human mental health based on machine learning // Computer Systems and Information Technologies. 2026. No. 1. P. 68-77.