A neural model of how the brain represents and compares multi-digit numbers: spatial and categorical processes

被引:56
作者
Grossberg, S
Repin, DV
机构
[1] Boston Univ, Dept Cognit & Neural Syst, Boston, MA 02215 USA
[2] Boston Univ, Ctr Adapt Syst, Boston, MA 02215 USA
基金
美国国家科学基金会;
关键词
number; spatial map; speech category; learning; place-value system; inferior parietal cortex; what and where cortical streams; VISUAL-MOTION PERCEPTION; CORTICAL DYNAMICS; APPARENT MOTION; NUMERICAL ABILITIES; WORKING-MEMORY; HUMAN INFANTS; INFORMATION; PATHWAYS; NEURONS; OBJECT;
D O I
10.1016/S0893-6080(03)00193-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Both animals and humans represent and compare numerical quantities, but only humans have evolved multi-digit place-value number systems. This article develops a Spatial Number Network, or SpaN, model to explain how these shared numerical capabilities are computed using a spatial representation of number quantities in the Where cortical processing stream, notably the inferior parietal cortex. Multi-digit numerical representations that obey a place-value principle are proposed to arise through learned interactions between categorical language representations in the What cortical processing stream and the Where spatial representation. Learned semantic categories that symbolize separate digits, as well as place markers like 'ty,' 'hundred,' and 'thousand,' are associated through learning with the corresponding spatial locations of the Where representation. Such What-to-Where auditory-to-visual learning generates place-value numbers as an emergent property, and may be compared with other examples of multi-modal cross-modality learning, including synesthesia. The model quantitatively simulates error rates in quantification and numerical comparison tasks, and reaction times for number priming and numerical assessment and comparison tasks. In the Where cortical process, transient responses to inputs are integrated before they activate an ordered spatial map that selectively responds to the number of events in a sequence and exhibits Weber law properties. Numerical comparison arises from activity pattern changes across the spatial map that define a 'directional comparison wave.' Variants of these model mechanisms have elsewhere been used to explain data about other Where stream phenomena, such as motion perception, spatial attention, and target tracking. The model is compared with other models of numerical representation. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1107 / 1140
页数:34
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