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The Temporal Derivative of Expected Utility: A Neural Mechanism for Dynamic Decision-making

机译:预期效用的时间衍生:动态决策的神经机制

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摘要

Real world tasks involving moving targets, such as driving a vehicle, are performed based on continuous decisions thought to depend upon the temporal derivative of the expected utility (∂V/∂t), where the expected utility (V) is the effective value of a future reward. However, those neural mechanisms that underlie dynamic decision-making are not well understood. This study investigates human neural correlates of both V and ∂V/∂t using fMRI and a novel experimental paradigm based on a pursuit-evasion game optimized to isolate components of dynamic decision processes. Our behavioral data show that players of the pursuit-evasion game adopt an exponential discounting function, supporting the expected utility theory. The continuous functions of V and ∂V/∂t were derived from the behavioral data and applied as regressors in fMRI analysis, enabling temporal resolution that exceeded the sampling rate of image acquisition, hyper-temporal resolution, by taking advantage of numerous trials that provide rich and independent manipulation of those variables. V and ∂V/∂t were each associated with distinct neural activity. Specifically, ∂V/∂t was associated with anterior and posterior cingulate cortices, superior parietal lobule, and ventral pallidum, whereas V was primarily associated with supplementary motor, pre and post central gyri, cerebellum, and thalamus. The association between the ∂V/∂t and brain regions previously related to decision-making is consistent with the primary role of the temporal derivative of expected utility in dynamic decision-making.
机译:涉及移动目标(例如驾驶车辆)的现实世界任务是根据连续决策执行的,这些决策被认为取决于预期效用的时间导数(∂V/∂t),其中预期效用(V)是未来的回报。但是,对于动态决策基础的那些神经机制却知之甚少。这项研究使用功能磁共振成像和基于追逃游戏的新型实验范式研究了V和∂V/∂t的人类神经相关性,该范式经过优化以隔离动态决策过程的组成部分。我们的行为数据表明,追逃游戏的参与者采用指数折现函数,从而支持期望效用理论。 V和∂V/∂t的连续函数来自行为数据,并在fMRI分析中用作回归函数,通过利用众多提供以下功能的试验,使得时间分辨率超过了图像采集的采样率,超时间分辨率。这些变量的丰富且独立的操作。 V和∂V/∂t分别与不同的神经活动有关。具体而言,∂V/∂t与前扣带回和后扣带回皮层,顶叶小叶和腹侧苍白球相关,而V主要与辅助运动,中央回旋前后中央小脑,小脑和丘脑相关。 ∂V/∂t和先前与决策相关的大脑区域之间的关联与预期效用的时间导数在动态决策中的主要作用相一致。

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