Risk sensitivity in a motor task with speed-accuracy trade-off

被引:35
|
作者
Nagengast, Arne J. [1 ,2 ]
Braun, Daniel A. [1 ]
Wolpert, Daniel M. [1 ]
机构
[1] Univ Cambridge, Dept Engn, Computat & Biol Learning Lab, Cambridge CB2 1PZ, England
[2] Univ Cambridge, Dept Expt Psychol, Cambridge CB2 1PZ, England
基金
英国医学研究理事会; 英国惠康基金;
关键词
risk aversion; risk seeking; motor control; decision making; STATISTICAL DECISION-THEORY; SIGNAL-DEPENDENT NOISE; FEEDBACK-CONTROL; ADAPTATION;
D O I
10.1152/jn.00804.2010
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Nagengast AJ, Braun DA, Wolpert DM. Risk sensitivity in a motor task with speed-accuracy trade-off. J Neurophysiol 105: 2668-2674, 2011. First published March 23, 2011; doi: 10.1152/jn.00804.2010.-When a racing driver steers a car around a sharp bend, there is a trade-off between speed and accuracy, in that high speed can lead to a skid whereas a low speed increases lap time, both of which can adversely affect the driver's payoff function. While speed-accuracy trade-offs have been studied extensively, their susceptibility to risk sensitivity is much less understood, since most theories of motor control are risk neutral with respect to payoff, i.e., they only consider mean payoffs and ignore payoff variability. Here we investigate how individual risk attitudes impact a motor task that involves such a speed-accuracy trade-off. We designed an experiment where a target had to be hit and the reward (given in points) increased as a function of both subjects' endpoint accuracy and endpoint velocity. As faster movements lead to poorer endpoint accuracy, the variance of the reward increased for higher velocities. We tested subjects on two reward conditions that had the same mean reward but differed in the variance of the reward. A risk-neutral account predicts that subjects should only maximize the mean reward and hence perform identically in the two conditions. In contrast, we found that some (risk-averse) subjects chose to move with lower velocities and other (risk-seeking) subjects with higher velocities in the condition with higher reward variance (risk). This behavior is suboptimal with regard to maximizing the mean number of points but is in accordance with a risk-sensitive account of movement selection. Our study suggests that individual risk sensitivity is an important factor in motor tasks with speed-accuracy trade-offs.
引用
收藏
页码:2668 / 2674
页数:7
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