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直觉物理学中的不确定性来源。

Sources of uncertainty in intuitive physics.

机构信息

Department of Psychology, University of California, San Diego, La Jolla, CA 92093-0109, USA.

出版信息

Top Cogn Sci. 2013 Jan;5(1):185-99. doi: 10.1111/tops.12009.

Abstract

Recent work suggests that people predict how objects interact in a manner consistent with Newtonian physics, but with additional uncertainty. However, the sources of uncertainty have not been examined. In this study, we measure perceptual noise in initial conditions and stochasticity in the physical model used to make predictions. Participants predicted the trajectory of a moving object through occluded motion and bounces, and we compared their behavior to an ideal observer model. We found that human judgments cannot be captured by simple heuristics and must incorporate noisy dynamics. Moreover, these judgments are biased consistently with a prior expectation on object destinations, suggesting that people use simple expectations about outcomes to compensate for uncertainty about their physical models.

摘要

最近的研究表明,人们在预测物体相互作用的方式时,会遵循牛顿物理学,但会加入额外的不确定性。然而,不确定性的来源尚未得到检验。在这项研究中,我们测量了初始条件下的感知噪声和用于进行预测的物理模型中的随机性。参与者预测了一个移动物体在被遮挡的运动和反弹中的轨迹,我们将他们的行为与理想观察者模型进行了比较。我们发现,人类的判断不能仅通过简单的启发式来捕捉,而必须纳入噪声动力学。此外,这些判断与对目标物目的地的先验期望一致,这表明人们使用对结果的简单期望来弥补对物理模型的不确定性。

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