Title :
A Bayesian Network analysis of the probabilistic relations between risk factors in the predisposition to type 2 diabetes
Author :
Francesco Sambo;Barbara Di Camillo;Alberto Franzin;Andrea Facchinetti;Liisa Hakaste;Jasmina Kravic;Giuseppe Fico;Jaakko Tuomilehto;Leif Groop;Rafael Gabriel;Tiinamaija Tuomi;Claudio Cobelli
Author_Institution :
University of Padova, Italy
Abstract :
In order to better understand the relations between different risk factors in the predisposition to type 2 diabetes, we present a Bayesian Network analysis of a large dataset, composed of three European population studies. Our results show, together with a key role of metabolic syndrome and of glucose after 2 hours of an Oral Glucose Tolerance Test, the importance of education, measured as the number of years of study, in the predisposition to type 2 diabetes.
Keywords :
"Diabetes","Bayes methods","Sugar","Probabilistic logic","Insulin","Europe","Sociology"
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE
Electronic_ISBN :
1558-4615
DOI :
10.1109/EMBC.2015.7318807