Personalized Clinical Treatment Selection Using Genetic Algorithm and Analytic Hierarchy Process

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dc.contributor.authorNosovets, Olena
dc.contributor.authorBabenko, Vitalii
dc.contributor.authorDavydovych, Ilya
dc.contributor.authorPetrunina, Olena
dc.contributor.authorAverianova, Olga
dc.contributor.authorZyonh, Le Dai
dc.date.accessioned2022-05-04T06:15:01Z
dc.date.available2022-05-04T06:15:01Z
dc.date.issued2021
dc.description.abstractenThe development of Machine Learning methods and approaches offers enormous growth opportunities in the Healthcare field. One of the most exciting challenges in this field is the automation of clinical treatment selection for patient state optimization. Using necessary medical data and the application of Machine Learning methods (like the Genetic Algorithm and the Analytic Hierarchy Process) provides a solution to such a challenge. Research presented in this paper gives the general approach to solve the clinical treatment selection task, which can be used for any type of disease. The distinguishing feature of this approach is that clinical treatment is tailored to the patient's initial state, thus making treatment personalized. The article also presents a comparison of the different classification methods used to model patient indicators after treatment. Additionally, special attention was paid to the possibilities and potential of using the developed approach in real Healthcare challenges and tasks.uk
dc.format.pagerangeP. 406-413uk
dc.identifier.citationPersonalized Clinical Treatment Selection Using Genetic Algorithm and Analytic Hierarchy Process / Olena Nosovets, Vitalii Babenko, Ilya Davydovych, Olena Petrunina, Olga Averianova, Le Dai Zyonh // Advances in Science, Technology and Engineering Systems Journal. – 2021. – Vol. 6, № 4. – P. 406-413.uk
dc.identifier.doihttps://doi.org/10.25046/aj060446
dc.identifier.issn2415-6698
dc.identifier.urihttps://ela.kpi.ua/handle/123456789/47125
dc.language.isoenuk
dc.sourceAdvances in Science, Technology and Engineering Systems Journal Vol. 6, No. 4, (2021)uk
dc.subjectClinical Treatmentuk
dc.subjectGenetic Algorithm Processuk
dc.subjectAnalytic Hierarchy Processuk
dc.subjectModelinguk
dc.titlePersonalized Clinical Treatment Selection Using Genetic Algorithm and Analytic Hierarchy Processuk
dc.typeArticleuk

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