Title :
Analysis of phase relationship in ECoG using Hilbert transform and information theoretic measures
Author :
Davis, Jeffery Jonathan ; Kozma, Robert
Author_Institution :
Center for Large-Scale Optimization & Networks (CLION), Univ. of Memphis, Memphis, TN, USA
Abstract :
We apply Hilbert transforms to the analysis of phase relationship in elecrocoticogram (ECoG) signals in order to explore a set of meaningful information theoretic measures. This analysis leads to a methodology to derive meaning from experimentally observed brain dynamics under various states induced by sensory stimuli. We explore the possibility to represent periods of habituation and learning based on instantaneous frequency signals and introducing a new set of parameters, based on the concept of pragmatic information.
Keywords :
Hilbert transforms; electroencephalography; medical signal processing; ECoG; Hilbert transform; elecrocoticogram signals; information theoretic measures; instantaneous frequency signals; phase relationship; pragmatic information; Entropy; Euclidean distance; Indexes; Pragmatics; Rabbits; Synchronization; Transforms; Desynchronization; Electrocorticogram (ECoG); Hilbert Transform; Instantaneous Frequency; Instantaneous Phase; Phase Transition; Pragmatic Information; Shannon Entropy; Synchronization;
Conference_Titel :
Neural Networks (IJCNN), The 2012 International Joint Conference on
Conference_Location :
Brisbane, QLD
Print_ISBN :
978-1-4673-1488-6
Electronic_ISBN :
2161-4393
DOI :
10.1109/IJCNN.2012.6252486