Neural Coding of Uncertainty and Probability

被引:193
作者
Ma, Wei Ji [1 ,2 ]
Jazayeri, Mehrdad [3 ,4 ]
机构
[1] NYU, Ctr Neural Sci, New York, NY 10003 USA
[2] NYU, Dept Psychol, New York, NY 10003 USA
[3] MIT, McGovern Inst Brain Res, Cambridge, MA 02139 USA
[4] MIT, Dept Brain & Cognit Sci, Cambridge, MA 02139 USA
来源
ANNUAL REVIEW OF NEUROSCIENCE, VOL 37 | 2014年 / 37卷
关键词
Bayesian inference; decision making; perception; population encoding; VISUAL-CORTEX DEPENDS; BAYESIAN-INFERENCE; DECISION-MAKING; SENSORY INFORMATION; REPRESENTATION; PERCEPTION; MOVEMENT; NEURONS; MODELS; INTEGRATION;
D O I
10.1146/annurev-neuro-071013-014017
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Organisms must act in the face of sensory, motor, and reward uncertainty stemming from a pandemonium of stochasticity and missing information. In many tasks, organisms can make better decisions if they have at their disposal a representation of the uncertainty associated with task-relevant variables. We formalize this problem using Bayesian decision theory and review recent behavioral and neural evidence that the brain may use knowledge of uncertainty, confidence, and probability.
引用
收藏
页码:205 / 220
页数:16
相关论文
共 125 条
[1]  
Acerbi L, 2014, PLOS COMP B IN PRESS
[2]   Internal Representations of Temporal Statistics and Feedback Calibrate Motor-Sensory Interval Timing [J].
Acerbi, Luigi ;
Wolpert, Daniel M. ;
Vijayakumar, Sethu .
PLOS COMPUTATIONAL BIOLOGY, 2012, 8 (11)
[3]   Observers Exploit Stochastic Models of Sensory Change to Help Judge the Passage of Time [J].
Ahrens, Misha B. ;
Sahani, Maneesh .
CURRENT BIOLOGY, 2011, 21 (03) :200-206
[4]   Using Bayes' rule to model multisensory enhancement in the superior colliculus [J].
Anastasio, TJ ;
Patton, PE ;
Belkacem-Boussaid, K .
NEURAL COMPUTATION, 2000, 12 (05) :1165-1187
[5]  
Anderson CH., 1994, COMPUTATIONAL INTELL, P213
[6]  
[Anonymous], 1988, Signal Detection Theory and Psychophysics
[7]   Neural representation of probabilistic information [J].
Barber, MJ ;
Clark, JW ;
Anderson, CH .
NEURAL COMPUTATION, 2003, 15 (08) :1843-1864
[8]  
BARLOW HB, 1969, J PHYSIOL-LONDON, V200, P1
[9]   Prefrontal cortex and decision making in a mixed-strategy game [J].
Barraclough, DJ ;
Conroy, ML ;
Lee, D .
NATURE NEUROSCIENCE, 2004, 7 (04) :404-410
[10]   Evaluation of Objective Uncertainty in the Visual System [J].
Barthelme, Simon ;
Mamassian, Pascal .
PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (09)