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Objective measures in cochlear implanted patients: A computational framework to evaluate artifact rejection methodologies

机译:人工耳蜗患者的客观测量:评估假象排斥方法的计算框架

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Auditory steady-state responses (ASSRs) constitute a reliable measure of auditory perception in normal hearing subjects. The use of these measures in cochlear implanted patients is hindered by the vast diffusion of the electrical cochlear stimulation artifact that highly contaminates EEG scalp recordings. Therefore, attenuating or moreover suppressing this artifact ahead of response detection is crucial. Yet, the currently used denoising algorithms may have unpredictable effects on these responses (ASSRs). In this paper, we propose a computational framework that allows the simulation of the mixture of the stimulation artifact and its corresponding evoked ASSRs on EEG scalp electrodes. The utility of this relatively basic model resides in its usefulness in quantifying the effects of any applied denoising method on the information contained in the signal of interest (responses known a priori). Here, an application to two independent component analysis algorithms (infomax and infomax extended) is presented. The model predicts a better performance for infomax compared to infomax extended.
机译:听觉稳态反应(ASSR)构成了正常听力受试者听觉感知的可靠指标。在人工耳蜗植入患者中使用这些措施受到了严重污染脑电图头皮录音的电刺激人工耳蜗的广泛传播的阻碍。因此,在响应检测之前衰减或抑制该伪像至关重要。但是,当前使用的降噪算法可能会对这些响应(ASSR)产生不可预测的影响。在本文中,我们提出了一个计算框架,该框架允许在EEG头皮电极上模拟刺激伪影及其对应的诱发ASSR的混合物。这个相对基本的模型的实用性在于它在量化任何应用的降噪方法对感兴趣信号中包含的信息(先验响应)的影响方面的有用性。在此,提出了对两种独立的成分分析算法(infomax和infomax扩展)的应用。该模型预测,与扩展的maxmax相比,infomax的性能更好。

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