DocumentCode
2927203
Title
Using ERPs for assessing the (sub) conscious perception of noise
Author
Porbadnigk, Anne K. ; Antons, Jan N. ; Blankertz, Benjamin ; Treder, Matthias S. ; Schleicher, Robert ; Möller, Sebastian ; Curio, Gabriel
Author_Institution
Machine Learning Lab., Berlin Inst. of Technol., Berlin, Germany
fYear
2010
fDate
Aug. 31 2010-Sept. 4 2010
Firstpage
2690
Lastpage
2693
Abstract
In this paper, we investigate the use of event-related potentials (ERPs) as a quantitative measure for quality assessment of disturbed audio signals. For this purpose, we ran an EEG study (N=11) using an oddball paradigm, during which subjects were presented with the phoneme /a/, superimposed with varying degrees of signal-correlated noise. Based on this data set, we address the question to which degree the degradation of the auditory stimuli is reflected on a neural level, even if the disturbance is below the threshold of conscious perception. For those stimuli that are consciously recognized as being disturbed, we suggest the use of the amplitude and latency of the P300 component for assessing the level of disturbance. For disturbed stimuli for which the noise is not perceived consciously, we show for two subjects that a classifier based on shrinkage LDA can be applied successfully to single out stimuli, for which the noise was presumably processed subconsciously.
Keywords
acoustic noise; bioelectric potentials; electroencephalography; hearing; medical signal processing; neurophysiology; EEG; ERP; P300 component; auditory stimuli; conscious noise perception; disturbance level; event-related potentials; oddball paradigm; shrinkage LDA; signal-correlated noise; subconscious noise perception; Degradation; Electroencephalography; Noise; Noise measurement; Pattern recognition; Presses; Training; Adult; Area Under Curve; Brain; Computer Simulation; Electroencephalography; Event-Related Potentials, P300; Evoked Potentials; Humans; Neurons; Noise; ROC Curve; Signal Processing, Computer-Assisted; Time Factors; Unconscious (Psychology); User-Computer Interface;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location
Buenos Aires
ISSN
1557-170X
Print_ISBN
978-1-4244-4123-5
Type
conf
DOI
10.1109/IEMBS.2010.5626549
Filename
5626549
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