Title :
A method for functional network connectivity using distance correlation
Author :
Rudas, Jorge ; Guaje, Javier ; Demertzi, Athena ; Heine, Lizette ; Tshibanda, Luaba ; Soddu, Andrea ; Laureys, Steven ; Gomez, Francisco
Author_Institution :
Comput. Sci. Dept., Univ. Nac. de Colombia, Bogota, Colombia
Abstract :
In this paper, we present a novel approach for functional network connectivity in fMRI resting activity using distance correlation. The proposed method accounts for nonlinear relationships between the resting state networks and can be used for both single subject and group level analyses. We showed that the new strategy improves the capacity of characterization of pathological populations, such as, patients with disorder of consciousness, when compared to related approaches.
Keywords :
biomedical MRI; brain; medical disorders; consciousness disorder; distance correlation; fMRI resting activity; functional network connectivity; pathological populations; resting state network; Brain; Correlation; Sociology; Time measurement; Time series analysis; Visualization;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944203