Title :
Extracting causal relations on auditory evoked potentials in response to amplitude modulated signals
Author :
Guéguin, Marie ; Le Bouquin-Jeann, Regine ; Faucon, Gérard
Author_Institution :
Laboratoire de Traitement du Signal et de l´´Image, Rennes I Univ., France
Abstract :
This paper presents three existing methods, the directed coherence (DCOH), the directed transfer function (DTF) and the partial directed coherence (PDC), based on multivariate autoregressive models to evaluate causal relations between electrophysiological signals. In our study, we apply these estimators to a set of human intracranial auditory evoked potentials (AEP) in response to amplitude modulated signals, recorded on epileptic patients. After showing that these AEPs present a frequency peak at the modulation frequency (MF), we present the results obtained for a set of three time series recorded in the primary auditory cortex of one patient. From these results, we establish graphs representing causal relations at the modulation frequency for each method and show that these graphs are similar.
Keywords :
amplitude modulation; auditory evoked potentials; ear; medical signal processing; neurophysiology; amplitude modulated signals; causal relations; directed coherence; directed transfer function; electrophysiological signals; epileptic patients; human intracranial auditory evoked potentials; modulation frequency; multivariate autoregressive models; partial directed coherence; primary auditory cortex; Amplitude estimation; Amplitude modulation; Coherence; Electrodes; Epilepsy; Frequency modulation; Humans; Shape; Transfer functions; White noise;
Conference_Titel :
Engineering in Medicine and Biology Society, 2003. Proceedings of the 25th Annual International Conference of the IEEE
Print_ISBN :
0-7803-7789-3
DOI :
10.1109/IEMBS.2003.1280428