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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

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/F8C4FDA3-1796-4B1E-95BA-C2AB0F940245-
Αναγνωριστικόhttps://onlinelibrary.wiley.com/doi/full/10.1002/mcda.1547-
Αναγνωριστικόhttps://doi.org/10.1002/mcda.1547-
Γλώσσαen-
Μέγεθος13 pagesen
ΤίτλοςDevelopment of a robust multicriteria classification model for monitoring the postoperative behaviour of heart patientsen
ΔημιουργόςDoumpos Michailen
ΔημιουργόςΔουμπος Μιχαηλel
ΔημιουργόςXidonas, Panosen
ΔημιουργόςXidonas Sotiriosen
ΔημιουργόςSiskos, Yannisen
ΕκδότηςJohn Wiley and Sonsen
ΠερίληψηAtrial 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
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2018-11-22-
Ημερομηνία Δημοσίευσης2016-
Θεματική ΚατηγορίαDisaggregation analysisen
Θεματική ΚατηγορίαHealth careen
Θεματική ΚατηγορίαMulticriteria classificationen
Θεματική ΚατηγορίαMultiple criteria analysisen
Βιβλιογραφική ΑναφοράM. 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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