Гібридний підхід на основі методів аналізу ієрархій та дерева рішень для обгрунтування тактики лікування пацієнтів з атопічним дерматитом
The article considers the problem of choosing the optimal treatment strategy for patients with atopic dermatitis, which is multi-criteria and depends on clinical, individual and social factors. A hybrid approach is proposed that combines the Analytic Hierarchy Process (AHP) method to determine the s...
Збережено в:
| Дата: | 2026 |
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| Автори: | , |
| Формат: | Стаття |
| Мова: | Українська |
| Опубліковано: |
Vinnytsia National Technical University
2026
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| Теми: | |
| Онлайн доступ: | https://oeipt.vntu.edu.ua/index.php/oeipt/article/view/816 |
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| Назва журналу: | Optoelectronic Information-Power Technologies |
Репозитарії
Optoelectronic Information-Power Technologies| Резюме: | The article considers the problem of choosing the optimal treatment strategy for patients with atopic dermatitis, which is multi-criteria and depends on clinical, individual and social factors. A hybrid approach is proposed that combines the Analytic Hierarchy Process (AHP) method to determine the significance weights of treatment criteria and a decision tree to model possible therapy scenarios and their results. The model allows systematizing the decision-making process, taking into account the uncertainty of the clinical response and the patient's personal priorities. In addition, for the task of differential diagnosis of atopic dermatitis forms, the XGBoost algorithm was used based on the analysis of 175 disease histories, which provided high classification accuracy (97.14%). The proposed approach contributes to increasing the validity and personalization of therapeutic decisions and can be used as the basis for clinical decision support systems in dermatology. |
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