A novel method for extraction of neural response from single channel cochlear implant auditory evoked potentials.

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A novel method for extraction of neural response from single channel cochlear implant auditory evoked potentials.

Med Eng Phys. 2017 Feb;40:47-55

Authors: Sinkiewicz D, Friesen L, Ghoraani B

Abstract
Cortical auditory evoked potentials (CAEP) are used to evaluate cochlear implant (CI) patient auditory pathways, but the CI device produces an electrical artifact, which obscures the relevant information in the neural response. Currently there are multiple methods, which attempt to recover the neural response from the contaminated CAEP, but there is no gold standard, which can quantitatively confirm the effectiveness of these methods. To address this crucial shortcoming, we develop a wavelet-based method to quantify the amount of artifact energy in the neural response. In addition, a novel technique for extracting the neural response from single channel CAEPs is proposed. The new method uses matching pursuit (MP) based feature extraction to represent the contaminated CAEP in a feature space, and support vector machines (SVM) to classify the components as normal hearing (NH) or artifact. The NH components are combined to recover the neural response without artifact energy, as verified using the evaluation tool. Although it needs some further evaluation, this approach is a promising method of electrical artifact removal from CAEPs.

PMID: 28007497 [PubMed - indexed for MEDLINE]

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