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1
Joint Spatial-Spectral Feature Space Clustering for Speech Activity Detection from ECoG Signals
Abstract: Brain machine interfaces for speech restoration have been extensively studied for more than two decades. The success of such a system will depend in part on selecting the best brain recording sites and signal features corresponding to speech production. The purpose of this study was to detect speech activity automatically from electrocorticographic signals based on joint spatial-frequency clustering of the ECoG feature space. For this study, the ECoG signals were recorded while a subject performed two different syllable repetition tasks. We found that the optimal frequency resolution to detect speech activity from ECoG signals was 8 Hz, achieving 98.8% accuracy by employing support vector machines (SVM) as a classifier. We also defined the cortical areas that held the most information about the discrimination of speech and non-speech time intervals. Additionally, the results shed light on the distinct cortical areas associated with the two syllable repetition tasks and may contribute to the development of portable ECoG-based communication.
Keyword: Article
URL: http://www.ncbi.nlm.nih.gov/pubmed/24658248
https://doi.org/10.1109/TBME.2014.2298897
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4005607
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2
Design and implementation of an electronic lexicon for Modern Greek
In: LLC. - Oxford : Oxford Univ. Press 27 (2012) 2, 155-169
BLLDB
OLC Linguistik
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3
The WATCHER project : building an agent for automatic extraction of language resources from the Internet
In: Literary & linguistic computing. - Oxford : Oxford Univ. Press 18 (2003) 4, 449-464
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4
The WATCHER Project: Building an Agent for Automatic Extraction of Language Resources from the Internet
In: Literary & linguistic computing. - Oxford : Oxford Univ. Press 18 (2003) 4, 449-464
OLC Linguistik
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5
The WATCHER Project: Building an Agent for Automatic Extraction of Language Resources from the Internet
Sgarbas, Kyriakos N.; Londos, George E.; Fakotakis, Nikos D.. - : Oxford University Press, 2003
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6
Incremental Construction of Compact Acyclic NFAs ...
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7
A Straightforward Approach to Morphological Analysis and Synthesis ...
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8
A PC-PATR-based syntactic description of Modern Greek
In: Literary & linguistic computing. - Oxford : Oxford Univ. Press 15 (2000) 3, 291-312
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9
A PC-PATR -Based Syntactic Description of Modern Greek
In: Literary & linguistic computing. - Oxford : Oxford Univ. Press 15 (2000) 3, 291-312
OLC Linguistik
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10
A PC-KIMMO-based Bi-directional Graphemic-Phonetic Converter for Modern Greek
In: Literary & linguistic computing. - Oxford : Oxford Univ. Press 13 (1998) 2, 65-76
OLC Linguistik
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11
A PC-KIMMO-based Bi-directional Graphemic/PhoneticConverter for Modern Greek
FAKOTAKIS, NIKOS D.; SGARBAS, KYRIAKOS N.; KOKKINAKIS, GEORGE K.. - : Oxford University Press, 1998
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