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Webers Law in Decision Making: Integrating Behavioral Data in Humans with a Neurophysiological Model

机译:韦伯决策法则:将人类行为数据与神经生理学模型整合

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摘要

Recent single-cell studies in monkeys () show that the activity of neurons in the ventral premotor cortex covaries with the animal's decisions in a perceptual comparison task regarding the frequency of vibrotactile events. The firing rate response of these neurons was dependent only on the frequency differences between the two applied vibrations, the sign of that difference being the determining factor for correct task performance. We present a biophysically realistic neurodynamical model that can account for the most relevant characteristics of this decision-making-related neural activity. One of the nontrivial predictions of this model is that Weber's law will underlie the perceptual discrimination behavior. We confirmed this prediction in behavioral tests of vibrotactile discrimination in humans and propose a computational explanation of perceptual discrimination that accounts naturally for the emergence of Weber's law. We conclude that the neurodynamical mechanisms and computational principles underlying the decision-making processes in this perceptual discrimination task are consistent with a fluctuation-driven scenario in a multistable regime.
机译:最近在猴子中进行的单细胞研究()表明,在关于触觉事件频率的知觉比较任务中,腹侧前运动皮层神经元的活动与动物的决定有关。这些神经元的发射率响应仅取决于两次施加的振动之间的频率差异,该差异的信号是正确执行任务的决定因素。我们提出了一个生物物理上现实的神经动力学模型,可以解释与决策相关的神经活动的最相关特征。该模型的一项重要预测是,韦伯定律将成为感知歧视行为的基础。我们在人类对触觉歧视的行为测试中证实了这一预测,并提出了对感知歧视的计算解释,这自然解释了韦伯定律的出现。我们得出的结论是,在这种知觉辨别任务中,决策过程所依据的神经动力学机制和计算原理与多稳态方案中由波动驱动的情况一致。

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