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Modeling auditory coding: from sound to spikes

机译:建模听觉编码:从声音到尖峰

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摘要

Models are valuable tools to assess how deeply we understand complex systems: only if we are able to replicate the output of a system based on the function of its subcomponents can we assume that we have probably grasped its principles of operation. On the other hand, discrepancies between model results and measurements reveal gaps in our current knowledge, which can in turn be targeted by matched experiments. Models of the auditory periphery have improved greatly during the last decades, and account for many phenomena observed in experiments. While the cochlea is only partly accessible in experiments, models can extrapolate its behavior without gap from base to apex and with arbitrary input signals. With models we can for example evaluate speech coding with large speech databases, which is not possible experimentally, and models have been tuned to replicate features of the human hearing organ, for which practically no invasive electrophysiological measurements are available. Auditory models have become instrumental in evaluating models of neuronal sound processing in the auditory brainstem and even at higher levels, where they are used to provide realistic input, and finally, models can be used to illustrate how such a complicated system as the inner ear works by visualizing its responses. The big advantage there is that intermediate steps in various domains (mechanical, electrical, and chemical) are available, such that a consistent picture of the evolvement of its output can be drawn. However, it must be kept in mind that no model is able to replicate all physiological characteristics (yet) and therefore it is critical to choose the most appropriate model—or models—for every research question. To facilitate this task, this paper not only reviews three recent auditory models, it also introduces a framework that allows researchers to easily switch between models. It also provides uniform evaluation and visualization scripts, which allow for direct comparisons between models.
机译:模型是评估我们对复杂系统有多深入的有价值的工具:只有能够根据其子组件的功能复制系统的输出,我们才能假定我们已经掌握了其操作原理。另一方面,模型结果与测量值之间的差异揭示了我们当前知识的空白,而这些不足又可以由匹配的实验确定。在过去的几十年中,听觉外围的模型得到了很大的改善,并解释了实验中观察到的许多现象。虽然耳蜗在实验中只能部分访问,但是模型可以推断其行为,而不会从基部到根部出现间隙,并带有任意输入信号。例如,使用模型,我们可以使用大型语音数据库评估语音编码,这在实验上是不可能的,并且已经对模型进行了调整,以复制人类听力器官的特征,而对于这些特征,实际上没有侵入性的电生理测量可用。听觉模型已经成为评估听觉脑干甚至更高级别的神经元声音处理模型的工具,它们被用来提供逼真的输入,最后,模型可以用来说明像内耳这样的复杂系统如何工作通过可视化其响应。这样做的最大优点是,可以使用各个领域(机械,电气和化学领域)的中间步骤,从而可以得出其输出演变的一致图景。但是,必须记住,还没有模型能够复制所有生理特征(因此),因此,对于每个研究问题,选择最合适的一个或多个模型至关重要。为了简化此任务,本文不仅回顾了三种最新的听觉模型,还引入了一个框架,使研究人员可以轻松地在模型之间进行切换。它还提供统一的评估和可视化脚本,从而可以在模型之间进行直接比较。

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