2021
DOI: 10.3390/e24010014
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Fuzzy Clustering Methods to Identify the Epidemiological Situation and Its Changes in European Countries during COVID-19

Abstract: The main research question concerned the identification of changes in the COVID-19 epidemiological situation using fuzzy clustering methods. This research used cross-sectional time series data obtained from the European Centre for Disease Prevention and Control. The identification of country types in terms of epidemiological risk was carried out using the fuzzy c-means clustering method. We also used the entropy index to measure the degree of fuzziness in the classification and evaluate the uncertainty of epid… Show more

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Cited by 14 publications
(8 citation statements)
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“…Greece). This is confirmed by the research by Łuczak and Kalinowski (2022) on the epidemiological situation and its changes at the beginning of the pandemic in European countries. However, this conclusion is not unequivocal.…”
Section: Source: Own Calculations Based On Eurostat Datasupporting
confidence: 55%
“…Greece). This is confirmed by the research by Łuczak and Kalinowski (2022) on the epidemiological situation and its changes at the beginning of the pandemic in European countries. However, this conclusion is not unequivocal.…”
Section: Source: Own Calculations Based On Eurostat Datasupporting
confidence: 55%
“…Their concerns about the situation in Poland were influenced by the media, which fuelled the atmosphere of insecurity, and by the restrictions introduced after 20 March 2020. A detailed assessment of the epidemiological situation in Poland and other European countries in the first months of the pandemic was shown in the study by Łuczak and Kalinowski [59]. According to Holman et al [60] and van den Bulck and Custers [61], the involvement of the media in various traumas increases people's anxiety and stress.…”
Section: Discussionmentioning
confidence: 99%
“…One of the techniques belonging to the group of agglomerative methods, the Ward method, was used for this study [ 29 ]. The usefulness of Ward’s method is evidenced by the fact that it has been applied in research by many authors [ 30 , 31 , 32 , 33 , 34 ].…”
Section: Methodsmentioning
confidence: 99%