Bayesian approaches to sensory integration for motor control

被引:45
作者
Berniker, Max [1 ]
Kording, Konrad [1 ]
机构
[1] Northwestern Univ, Rehabil Inst Chicago, Chicago, IL 60611 USA
关键词
TEXTURE; INFORMATION; PERCEPTION; MODELS; CUES; INFERENCE; DECISION; SLANT; ILLUSIONS; SELECTION;
D O I
10.1002/wcs.125
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The processing of sensory information is fundamental to the basic operation of the nervous system. Our nervous system uses this sensory information to gain knowledge of our bodies and the world around us. This knowledge is of great importance as it provides the coherent and accurate information necessary for successful motor control. Yet, all this knowledge is of an uncertain nature because we obtain information only through our noisy sensors. We are thus faced with the problem of integrating many uncertain pieces of information into estimates of the properties of our bodies and the surrounding world. Bayesian approaches to estimation formalize the problem of how this uncertain information should be integrated. Utilizing this approach, many studies make predictions that faithfully predict human sensorimotor behavior. (C) 2011 JohnWiley & Sons, Ltd. WIREs Cogn Sci 2011 2 419-428 DOI: 10.1002/wcs.125
引用
收藏
页码:419 / 428
页数:10
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