How Do Expectations Shape Perception?

被引:542
作者
de Lange, Floris P. [1 ]
Heilbron, Micha [1 ]
Kok, Peter [2 ]
机构
[1] Radboud Univ Nijmegen, Donders Inst Brain Cognit & Behav, Kapittelweg 29, NL-6525 EN Nijmegen, Netherlands
[2] Yale Univ, Dept Psychol, 2 Hillhouse Ave, New Haven, CT 06520 USA
基金
欧盟地平线“2020”;
关键词
PRIMARY VISUAL-CORTEX; DEEP NEURAL-NETWORKS; BAYESIAN-INFERENCE; REPETITION SUPPRESSION; POPULATION RESPONSES; PREDICTION ERRORS; REPRESENTATIONS; FEEDBACK; MEMORY; MODEL;
D O I
10.1016/j.tics.2018.06.002
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
Perception and perceptual decision-making are strongly facilitated by prior knowledge about the probabilistic structure of the world. While the computational benefits of using prior expectation in perception are clear, there are myriad ways in which this computation can be realized. We review here recent advances in our understanding of the neural sources and targets of expectations in perception. Furthermore, we discuss Bayesian theories of perception that prescribe how an agent should integrate prior knowledge and sensory information, and investigate how current and future empirical data can inform and constrain computational frameworks that implement such probabilistic integration in perception.
引用
收藏
页码:764 / 779
页数:16
相关论文
共 161 条
[1]   Experience can change the 'light-from-above' prior [J].
Adams, WJ ;
Graf, EW ;
Ernst, MO .
NATURE NEUROSCIENCE, 2004, 7 (10) :1057-1058
[2]   With or without you: predictive coding and Bayesian inference in the brain [J].
Aitchison, Laurence ;
Lengyel, Mate .
CURRENT OPINION IN NEUROBIOLOGY, 2017, 46 :219-227
[3]   CENTRIFUGAL DIRECTIONAL BIAS IN THE MIDDLE TEMPORAL VISUAL AREA (MT) OF THE MACAQUE [J].
ALBRIGHT, TD .
VISUAL NEUROSCIENCE, 1989, 2 (02) :177-188
[4]   Stimulus Predictability Reduces Responses in Primary Visual Cortex [J].
Alink, Arjen ;
Schwiedrzik, Caspar M. ;
Kohler, Axel ;
Singer, Wolf ;
Muckli, Lars .
JOURNAL OF NEUROSCIENCE, 2010, 30 (08) :2960-2966
[5]  
[Anonymous], 2017, BRAIN COGNITION, DOI DOI 10.1016/j.bandc.2015.11.003
[6]  
[Anonymous], 2006, ENCY COGNITIVE SCI, DOI DOI 10.1002/0470018860.S00067
[7]   Dual Neural Routing of Visual Facilitation in Speech Processing [J].
Arnal, Luc H. ;
Morillon, Benjamin ;
Kell, Christian A. ;
Giraud, Anne-Lise .
JOURNAL OF NEUROSCIENCE, 2009, 29 (43) :13445-13453
[8]   Visual objects in context [J].
Bar, M .
NATURE REVIEWS NEUROSCIENCE, 2004, 5 (08) :617-629
[9]   The proactive brain: using analogies and associations to generate predictions [J].
Bar, Moshe .
TRENDS IN COGNITIVE SCIENCES, 2007, 11 (07) :280-289
[10]   Brain responses in humans reveal ideal observer-like sensitivity to complex acoustic patterns [J].
Barascud, Nicolas ;
Pearce, Marcus T. ;
Griffiths, Timothy D. ;
Friston, Karl J. ;
Chait, Maria .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (05) :E616-E625