Topological Self-Organization and Prediction Learning Support Both Action and Lexical Chains in the Brain

被引:13
作者
Chersi, Fabian [1 ]
Ferro, Marcello [2 ]
Pezzulo, Giovanni [1 ,2 ]
Pirrelli, Vito [2 ]
机构
[1] CNR, Inst Cognit Sci & Technol, I-00185 Rome, Italy
[2] CNR, Inst Computat Linguist, I-56100 Pisa, Italy
关键词
Motor chains; Lexical chains; Serial working memory; Computational modeling; Self-organizing maps; Somatotopic organization; Prediction; MOTOR CORTEX; LANGUAGE; PARIETAL; MEMORY; ACTIVATION; VOCABULARY; PREMOTOR; CORTICES; STORAGE;
D O I
10.1111/tops.12094
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
A growing body of evidence in cognitive psychology and neuroscience suggests a deep interconnection between sensory-motor and language systems in the brain. Based on recent neurophysiological findings on the anatomo-functional organization of the fronto-parietal network, we present a computational model showing that language processing may have reused or co-developed organizing principles, functionality, and learning mechanisms typical of premotor circuit. The proposed model combines principles of Hebbian topological self-organization and prediction learning. Trained on sequences of either motor or linguistic units, the network develops independent neuronal chains, formed by dedicated nodes encoding only context-specific stimuli. Moreover, neurons responding to the same stimulus or class of stimuli tend to cluster together to form topologically connected areas similar to those observed in the brain cortex. Simulations support a unitary explanatory framework reconciling neurophysiological motor data with established behavioral evidence on lexical acquisition, access, and recall.
引用
收藏
页码:476 / 491
页数:16
相关论文
共 46 条
[1]   Possible origins of the complex topographic organization of motor cortex: Reduction of a multidimensional space onto a two-dimensional array [J].
Aflalo, Tyson N. ;
Graziano, Michael S. A. .
JOURNAL OF NEUROSCIENCE, 2006, 26 (23) :6288-6297
[2]  
[Anonymous], 1995, The analysis of cortical connectivity
[3]  
[Anonymous], 2007, PROCEEDING INT WORKS
[4]   Human rehearsal processes and the frontal lobes: PET evidence [J].
Awh, E ;
Smith, EE ;
Jonides, J .
STRUCTURE AND FUNCTIONS OF THE HUMAN PREFRONTAL CORTEX, 1995, 769 :97-117
[5]  
Baayen R.H., 2006, Journal of Memory and Language, V53, P496
[6]   Unfolding Visual Lexical Decision in Time [J].
Barca, Laura ;
Pezzulo, Giovanni .
PLOS ONE, 2012, 7 (04)
[7]   Grounded cognition [J].
Barsalou, Lawrence W. .
ANNUAL REVIEW OF PSYCHOLOGY, 2008, 59 :617-645
[8]   Functional Anatomic models of language: Assembling the pieces [J].
Ben Shalom, Dorit ;
Poeppel, David .
NEUROSCIENTIST, 2008, 14 (01) :119-127
[9]   Grasping Neurons of Monkey Parietal and Premotor Cortices Encode Action Goals at Distinct Levels of Abstraction during Complex Action Sequences [J].
Bonini, Luca ;
Serventi, Francesca Ugolotti ;
Simone, Luciano ;
Rozzi, Stefano ;
Ferrari, Pier Francesco ;
Fogassi, Leonardo .
JOURNAL OF NEUROSCIENCE, 2011, 31 (15) :5876-5887
[10]   Ventral Premotor and Inferior Parietal Cortices Make Distinct Contribution to Action Organization and Intention Understanding [J].
Bonini, Luca ;
Rozzi, Stefano ;
Serventi, Francesca Ugolotti ;
Simone, Luciano ;
Ferrari, Pier F. ;
Fogassi, Leonardo .
CEREBRAL CORTEX, 2010, 20 (06) :1372-1385