Clustering healthcare processes with a robust approach

URI	http://purl.tuc.gr/dl/dias/CDD0359F-7088-42EC-A4C5-1873F2339420	-
Language	en	-
Title	Clustering healthcare processes with a robust approach	en
Creator	Matsatsinis Nikolaos	en
Creator	Ματσατσινης Νικολαος	el
Creator	Doumpos, Michael	en
Creator	Grigoroudis, Evangelos	en
Creator	Panagiotis Manolitzas	en
Creator	Pavlos Delias	en
Content Summary	Process Mining has been proved to be an effective approach to discover process models from event logs. However, when a highly diversified behavior is allowed (like in a healthcare environment) mining a single model could yield pointless results. One way to tackle this diversity is clustering the log into coherent groups. In this work we propose a robust spectral clustering approach. The spectral approach let one with greater flexibility in representing data (a similarity measure is enough) while the proposed robust technique can handle outliers, a common occurrence in healthcare processes.	en
Type of Item	Πλήρης Δημοσίευση σε Συνέδριο	el
Type of Item	Conference Full Paper	en
License	http://creativecommons.org/licenses/by/4.0/	en
Date of Item	2015-11-04	-
Date of Publication	2013	-
Bibliographic Citation	P.Delias, M. Doumpos, P. Manolitzas, E. Grigoroudis, N. Matsatsinis," Clustering healthcare processes with a robust approach,"in 26th European Conference on Operational Research,2013.	en

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