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Information × Registration Number 0225U004237, (0123U102677) , R & D reports Title Methods and means of research of markers of aging and their influence on postcovid effects for prolongation of the working period popup.stage_title Розроблення методів аналізу метрик старіння. Розроблення архітектури інформаційної системи. Head Shakhovska Nataliia B., Доктор технічних наук Registration Date 26-11-2025 Organization Lviv Polytechnic National University popup.description1 The aim of the project is to determine the markers of aging based on big data technologies and methods of analysis of small data samples and to build models of biological age assessment to assess the impact of COVID19 and prolong healthy life expectancy and efficiency. popup.description2 A geospatial SEIR(D) model based on a multi-agent approach with continuous-discrete states has been developed. This model takes into account key parameters of viral infections, daily human activities, and geodata. Our developed algorithms allow modeling statistical parameters such as the number of infected, recovered, deceased, and susceptible individuals, as well as the spatial distribution of the pandemic on a geographic map. The model has been validated by modeling the spread of COVID-19 in Lviv, Ukraine. The proposed model provides policymakers with a valuable tool for assessing and implementing effective strategies against pandemics. A method for analyzing big data with gaps is then developed using the example of constructing advisory rules on adequate state policies to reduce the spread of new Covid-19 cases. Association rules and rule generation in big data have a number of problems, the main of which is the presence of a large number of vectors and multi-valued datasets. That is why in the work the system of these rules is based on a new ensemble of machine learning methods, such as associative rules, regression trees, and clustering. Product Description popup.authors Chopiak Valentyna V. Roman Tkachenko Kryvenchuk Yurii P. Vyklyuk Yaroslav I Kaminskyy Roman M Boyko Nataliya I Izonin Ivan V. Yakovyna Vitalii S. Oleksandr Gurbych Melnykova Nataliia I. popup.nrat_date 2025-11-26 Close