Title :
Activity detection and causal interaction analysis among independent EEG components from memory related tasks
Author :
Michalopoulos, Kostas ; Sakkalis, Vangelis ; Iordanidou, Vasiliki ; Zervakis, Michalis
Author_Institution :
Dept. of Electron. & Comput. Eng., Tech. Univ. of Crete, Chania, Greece
Abstract :
Over the past few years there has been an increased interest in studying the underlying neural mechanism of cognitive brain activity related to memory. In this direction, we study the brain activity based on its independent components instead of the EEG signal itself aiming towards identifying and analyzing induced responses being attributed to oscillatory bursts from local or distant neural assemblies, with variable latency and frequency, in an auditory working memory paradigm. The contribution and functional coupling of independent components to evoked and/or induced oscillatory activities is investigated through the concept of the recently introduced partial directed coherence method, which can also reveal the direction of the statistically significant relationships. The results on read data from an oddball experiment are in accordance with previous psychophysiology studies suggesting increased phase locked activity most prominently in the delta/theta band, while alpha is also apparent in measures of non phase-locked activity. Dynamic synchronization is inferred between the alpha and delta bands, whereas some influence of the theta band is also detected. This study indicates that functional connectivity during cognitive processes may be successfully assessed using spectral power measures applied on independent components, which reflect distinct spatial patterns of activity.
Keywords :
cognition; electroencephalography; medical signal processing; neurophysiology; activity detection; alpha band; causal interaction analysis; cognitive brain activity; cognitive process; delta band; dynamic synchronization; functional connectivity; independent EEG components; memory related tasks; oscillatory bursts; partial directed coherence method; psychophysiology; theta band; Adult; Aged; Attention; Brain; Cognition; Electroencephalography; Evoked Potentials; Humans; Memory; Memory, Short-Term; Middle Aged; Oscillometry; Reference Values; Scalp; Signal Transduction;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5333959