2010 · 48 citations · 8 references
NeuropsychologyCognitionPerceptionAttentionEvent-related PotentialsPsychologySocial SciencesDisturbed Audio SignalsShrinkage LdaEnvironmental NoiseNoiseCognitive ElectrophysiologyNeurologyCognitive NeurosciencePsychophysicsHealth SciencesAuditory ProcessingCognitive ScienceAuditory ModelingExperimental PsychologyEeg Signal ProcessingNoise PollutionConscious PerceptionHearing PerceptionSpeech ProcessingBrain ElectrophysiologyNeuroscienceSpeech Perception
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.
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An introduction to ROC analysis
Tom Fawcett · Pattern Recognition Letters · 2005 · 20.5K citations
Signal detection theory and psychophysics
Jo Ingleby · Journal of Sound and Vibration · 1967 · 8.7K citations
Evoked-Potential Correlates of Stimulus Uncertainty
Samuel Sutton, Margery Braren, Joseph Zubin et al. · Science · 1965 · 3K citations
Psychoacoustics, Cognitive Science, Stimulus Uncertainty +14