Grabenhorst Matthias, Maloney Laurence T, Poeppel David, Michalareas Georgios
Department of Neuroscience, Max-Planck-Institute for Empirical Aesthetics, Frankfurt 60322, Germany;
Department of Psychology, New York University, New York, NY 10003.
Proc Natl Acad Sci U S A. 2021 Apr 20;118(16). doi: 10.1073/pnas.2019342118.
The environment is shaped by two sources of temporal uncertainty: the discrete probability of whether an event will occur and-if it does-the continuous probability of when it will happen. These two types of uncertainty are fundamental to every form of anticipatory behavior including learning, decision-making, and motor planning. It remains unknown how the brain models the two uncertainty parameters and how they interact in anticipation. It is commonly assumed that the discrete probability of whether an event will occur has a fixed effect on event expectancy over time. In contrast, we first demonstrate that this pattern is highly dynamic and monotonically increases across time. Intriguingly, this behavior is independent of the continuous probability of when an event will occur. The effect of this continuous probability on anticipation is commonly proposed to be driven by the hazard rate (HR) of events. We next show that the HR fails to account for behavior and propose a model of event expectancy based on the probability density function of events. Our results hold for both vision and audition, suggesting independence of the representation of the two uncertainties from sensory input modality. These findings enrich the understanding of fundamental anticipatory processes and have provocative implications for many aspects of behavior and its neural underpinnings.
事件是否会发生的离散概率,以及如果事件发生,它何时发生的连续概率。这两种不确定性对于包括学习、决策和运动规划在内的各种预期行为形式都至关重要。大脑如何对这两个不确定性参数进行建模以及它们在预期中如何相互作用仍然未知。人们通常认为事件是否会发生的离散概率会随着时间对事件预期产生固定影响。相比之下,我们首先证明这种模式是高度动态的,并且会随着时间单调增加。有趣的是,这种行为与事件何时发生的连续概率无关。通常认为这种连续概率对预期的影响是由事件的危险率(HR)驱动的。我们接下来表明危险率无法解释行为,并基于事件的概率密度函数提出了一个事件预期模型。我们的结果在视觉和听觉方面都成立,这表明这两种不确定性的表征与感觉输入模态无关。这些发现丰富了对基本预期过程的理解,并对行为及其神经基础的许多方面具有启发性意义。