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基于概率目标信息的运动规划

Movement planning with probabilistic target information.

作者信息

Hudson Todd E, Maloney Laurence T, Landy Michael S

机构信息

Department of Psychology, New York University, NY 10003, USA.

出版信息

J Neurophysiol. 2007 Nov;98(5):3034-46. doi: 10.1152/jn.00858.2007. Epub 2007 Sep 26.

Abstract

We examined how subjects plan speeded reaching movements when the precise target of the movement is not known at movement onset. Before each reach, subjects were given only a probability distribution on possible target positions. Only after completing part of the movement did the actual target appear. In separate experiments we varied the location of the mode and the scale of the prior distribution for possible targets. In both cases we found that subjects made use of prior probability information when planning reaches. We also devised two tests (Composite Benefit and Row Dominance tests) to determine whether subjects' performance met necessary conditions for optimality (defined as maximizing expected gain). We could not reject the hypothesis of optimality in the experiment where we varied the mode of the prior, but departures from optimality were found in response to changes in the scale of prior distributions.

摘要

我们研究了在运动开始时运动的精确目标未知的情况下,受试者如何规划快速伸手动作。在每次伸手之前,受试者仅被给予可能目标位置的概率分布。只有在完成部分动作之后,实际目标才会出现。在单独的实验中,我们改变了可能目标的先验分布的众数位置和尺度。在这两种情况下,我们都发现受试者在规划伸手动作时利用了先验概率信息。我们还设计了两项测试(综合效益测试和行优势测试)来确定受试者的表现是否满足最优性的必要条件(定义为最大化预期收益)。在我们改变先验众数的实验中,我们不能拒绝最优性的假设,但在响应先验分布尺度的变化时发现了偏离最优性的情况。

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本文引用的文献

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An invariant form for the prior probability in estimation problems.估计问题中先验概率的一种不变形式。
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