A sensorimotor approach to sound localization

被引:46
作者
Aytekin, Murat [1 ]
Moss, Cynthia E. [2 ,3 ]
Simon, Jonathan Z. [4 ]
机构
[1] Univ Maryland, Neurosci Cognit Sci Program, College Pk, MD 20742 USA
[2] Univ Maryland, Dept Psychol, Neurosci Cognit Sci Program, College Pk, MD 20742 USA
[3] Univ Maryland, Syst Res Inst, College Pk, MD 20742 USA
[4] Univ Maryland, Dept Biol, Dept Elect & Comp Engn, Neurosci Cognit Sci Program, College Pk, MD 20742 USA
关键词
D O I
10.1162/neco.2007.12-05-094
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Sound localization is known to be a complex phenomenon, combining multisensory information processing, experience-dependent plasticity, and movement. Here we present a sensorimotor model that addresses the question of how an organism could learn to localize sound sources without any a priori neural representation of its head-related transfer function or prior experience with auditory spatial information. We demonstrate quantitatively that the experience of the sensory consequences of its voluntary motor actions allows an organism to learn the spatial location of any sound source. Using examples from humans and echolocating bats, our model shows that a naive organism can learn the auditory space based solely on acoustic inputs and their relation to motor states.
引用
收藏
页码:603 / 635
页数:33
相关论文
共 83 条
[71]  
VUILLEMIN J, 1972, SYNTHESE, V24, P161
[72]  
Wang Jing, 2005, ADV NEURAL INFORM PR, P1473
[73]   Depth perception by the active observer [J].
Wexler, M ;
van Boxtel, JJA .
TRENDS IN COGNITIVE SCIENCES, 2005, 9 (09) :431-438
[74]   Voluntary head movement and allocentric perception of space [J].
Wexler, M .
PSYCHOLOGICAL SCIENCE, 2003, 14 (04) :340-346
[75]   The contribution of sensory experience to the maturation of orientation selectivity in ferret visual cortex [J].
White, LE ;
Coppola, DM ;
Fitzpatrick, D .
NATURE, 2001, 411 (6841) :1049-1052
[76]   BINAURAL PROCESSING AFTER CORRECTED CONGENITAL UNILATERAL CONDUCTIVE HEARING-LOSS [J].
WILMINGTON, D ;
GRAY, L ;
JAHRSDOERFER, R .
HEARING RESEARCH, 1994, 74 (1-2) :99-114
[77]   THE MATURATION OF THE SUPERIOR COLLICULAR MAP OF AUDITORY SPACE IN THE GUINEA-PIG IS DISRUPTED BY DEVELOPMENTAL AUDITORY DEPRIVATION [J].
WITHINGTONWRAY, DJ ;
BINNS, KE ;
DHANJAL, SS ;
BRICKLEY, SG ;
KEATING, MJ .
EUROPEAN JOURNAL OF NEUROSCIENCE, 1990, 2 (08) :693-703
[78]   Effects of pinna position on head-related transfer functions in the cat [J].
Young, ED ;
Rice, JJ ;
Tong, SC .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1996, 99 (05) :3064-3076
[79]  
ZHA H, 2005, P AC SPEECH SIGN PRO, V5, P1069
[80]   Principal manifolds and nonlinear dimensionality reduction via tangent space alignment [J].
Zhang, ZY ;
Zha, HY .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2004, 26 (01) :313-338