The Wellcome Trust Centre for Neuroimaging, Institute of Neurology, London, UK.
Neuron. 2011 Nov 3;72(3):488-98. doi: 10.1016/j.neuron.2011.10.018.
This article poses a controversial question: is optimal control theory useful for understanding motor behavior or is it a misdirection? This question is becoming acute as people start to conflate internal models in motor control and perception (Poeppel et al., 2008; Hickok et al., 2011). However, the forward models in motor control are not the generative models used in perceptual inference. This Perspective tries to highlight the differences between internal models in motor control and perception and asks whether optimal control is the right way to think about things. The issues considered here may have broader implications for optimal decision theory and Bayesian approaches to learning and behavior in general.
最优控制理论对于理解运动行为是否有用,还是一种误导?随着人们开始将运动控制和感知中的内部模型混为一谈(Poeppel 等人,2008 年;Hickok 等人,2011 年),这个问题变得愈发尖锐。然而,运动控制中的前向模型并不是用于感知推断的生成模型。本观点试图强调运动控制和感知中的内部模型之间的差异,并探讨最优控制是否是思考问题的正确方法。这里考虑的问题可能对最优决策理论以及一般的学习和行为的贝叶斯方法具有更广泛的影响。