Title :
Linear Bayes classification for mortality prediction
Author :
Macas, Martin ; Kuzilek, Jakub ; Odstrcilik, T. ; Huptych, M.
Author_Institution :
Czech Tech. Univ., Prague, Czech Republic
Abstract :
The paper describes our solution for PhysioNet challenge 2012, which finally achieved 4th place in Event 1 and 3rd place in Event 2. To predict mortality of ICU patients, we used simple linear Bayes classifier, for which we selected features using Social Impact Theory based Optimizer.
Keywords :
Bayes methods; feature extraction; medical information systems; optimisation; ICU patients; PhysioNet challenge 2012 solution; mortality prediction; selected features; simple linear Bayes classifier; social impact theory based optimizer; Adaptation models; Computational modeling; Correlation; Feature extraction; Optimization; Standards; Time series analysis;
Conference_Titel :
Computing in Cardiology (CinC), 2012
Conference_Location :
Krakow
Print_ISBN :
978-1-4673-2076-4
