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Development of a robust multicriteria classification model for monitoring the postoperative behaviour of heart patients

Doumpos Michail, Xidonas, Panos, Xidonas Sotirios, Siskos, Yannis

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URIhttp://purl.tuc.gr/dl/dias/F8C4FDA3-1796-4B1E-95BA-C2AB0F940245-
Identifierhttps://onlinelibrary.wiley.com/doi/full/10.1002/mcda.1547-
Identifierhttps://doi.org/10.1002/mcda.1547-
Languageen-
Extent13 pagesen
TitleDevelopment of a robust multicriteria classification model for monitoring the postoperative behaviour of heart patientsen
CreatorDoumpos Michailen
CreatorΔουμπος Μιχαηλel
CreatorXidonas, Panosen
CreatorXidonas Sotiriosen
CreatorSiskos, Yannisen
PublisherJohn Wiley and Sonsen
Content SummaryAtrial fibrillation (AF) is the most common sustained cardiac arrhythmia occurring in 2% of the general population, while the assuming projected incidence in 2050 will rise to 4.3%. This paper presents a multicriteria methodology for the development of a model for monitoring the post-operative behaviour of patients who have received treatment for AF. The model classifies the patients in seven categories according to their relapse risk, on the basis of seven criteria related to the AF type and pathology conditions, the treatment received by the patients and their medical history. The analysis is based on an extension of the UTilités Additives DIScriminantes (UTADIS) method, through the introduction of a two-stage model development procedure that minimizes the number and the magnitude of the misclassifications. The analysis is based on a sample of 116 patients who had pulmonary veins isolation in a Greek public hospital. The classification accuracy of the best fitted models scores between 71% and 84%.en
Type of ItemPeer-Reviewed Journal Publicationen
Type of ItemΔημοσίευση σε Περιοδικό με Κριτέςel
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2018-11-22-
Date of Publication2016-
SubjectDisaggregation analysisen
SubjectHealth careen
SubjectMulticriteria classificationen
SubjectMultiple criteria analysisen
Bibliographic CitationM. Doumpos, P. Xidonas, S. Xidonas and Y. Siskos, "Development of a robust multicriteria classification model for monitoring the postoperative behaviour of heart patients," J. Multi-Crit. Decis. Anal., vol. 23, no. 1-2, pp. 15-27, Jan. 2016. doi: 10.1002/mcda.1547en

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