Title :
Localization and classification of phonemes using high spatial resolution electrocorticography (ECoG) grids
Author :
Blakely, Timothy ; Miller, Kai J. ; Rao, Rajesh P N ; Holmes, Mark D. ; Ojemann, Jeffrey G.
Author_Institution :
University of Washington, Bioengineering department, USA
Abstract :
We present results of cortical activity during phoneme pronunciation, recorded using miniaturized electrocorticography grids with high spatial resolution. A patient implanted with the miniature grid was instructed to audibly pronounce one of four phonemes. For each phoneme, we observed distinct spatial correlation patterns at the 3mm electrode spacing. We applied a support vector machine classification scheme and, for the first time, were able to distinguish discrete phonemes with high accuracy. In addition, we found that sub-regions of our miniature array were specific for distinct pairs of phonemes, showing that cortical phoneme processing occurs at a higher resolution than previously though.
Keywords :
Electrodes; Epilepsy; Humans; Large-scale systems; Magnetic field measurement; Magnetic separation; Position measurement; Spatial resolution; Speech; Support vector machine classification; Algorithms; Brain; Brain Mapping; Electrodes, Implanted; Electroencephalography; Epilepsy; Female; Humans; Middle Aged; Pattern Recognition, Automated; Phonetics; Sensitivity and Specificity; Speech;
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2008.4650328