A Spatio-Temporal Analysis of the Health Situation in Poland Based on Functional Discriminant Coordinates

• Main Authors: Mirosław Krzyśko, Waldemar Wołyńki, Marcin Szymkowiak, Andrzej Wojtyła
• Format: Article
• Language: English
• Published: MDPI AG 2021-01-01
• Series: International Journal of Environmental Research and Public Health
• Subjects: health policy; health inequalities; healthcare access; spatial distribution of the health situation; cluster analysis; functional discriminant coordinates
• Online Access: https://www.mdpi.com/1660-4601/18/3/1109
• ISSN: 1661-7827; 1660-4601

The aim of this study was to investigate if the provinces of Poland are homogeneous in terms of the observed spatio-temporal data characterizing the health situation of their inhabitants. The health situation is understood as a set of selected factors influencing inhabitants’ health and the healthcare system in their area of residence. So far, studies concerning the health situation of selected territorial units have been based on data relating to a specific year rather than longer periods. The task of assessing province homogeneity was carried out in two stages. In stage one, the original spatio-temporal data space (space of multivariate time series) was transformed into a functional discriminant coordinates space. The resulting functional discriminant coordinates are synthetic measures of the health situation of inhabitants of particular provinces. These measures contain complete information regarding 8 diagnostic variables examined over a period of 6 years. In the second stage, the Ward method, commonly used in cluster analysis, was applied in order to identify groups of homogeneous provinces in the space of functional discriminant coordinates. Sixteen provinces were divided into four clusters. The homogeneity of the clusters was confirmed by the multivariate functional coefficient of variation.