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May 2024

The neural basis of cognitive development: A constructivist manifesto

Author(s): Sejnowski, T. J.

Journal/Book: Behav Brain Sci. 1997; 20: 40 West 20TH Street, New York, NY 10011-4211. Cambridge Univ Press. 537.

Abstract: How do minds emerge from developing brains? According to ''neural constructivism,'' the representational features of cortex are built from the dynamic interaction between neural growth mechanisms and environmentally derived neural activity. Contrary to popular selectionist models that emphasize regressive mechanisms, the neurobiological evidence suggests that this growth is a progressive increase in the representational properties of cortex. The interaction between the environment and neural growth results in a flexible type of learning: ''constructive learning'' minimizes the need for prespecification in accordance with recent neurobiological evidence that the developing cerebral cortex is largely free of domain-specific structure. Instead, the representational properties of cortex are built by the nature of the problem domain confronting it. This uniquely powerful and general learning strategy undermines the central assumption of classical learnability theory, that the learning properties of a system can be deduced from a fixed computational architecture. Neural constructivism suggests that the evolutionary emergence of neocortex in mammals is a progression toward more flexible representational structures, in contrast to the popular view of cortical evolution as an increase in innate, specialized circuits. Human cortical postnatal development is also more extensive and protracted than generally supposed, suggesting that cortex has evolved so as to maximize the capacity of environmental structure to shape its structure and function through constructive learning.

Note: Review Quartz SR, Salk Inst Biol Studies, Computat Neurobiol Lab, 10010 N Torrey Pines Rd, La Jolla,CA 92037 USA

Keyword(s): cognitive development; constructivism; evolution; learnability; mathematical learning theory; neural development; selectionism; LONG-TERM POTENTIATION; CAT STRIATE CORTEX; PRIMARY AUDITORY-CORTEX; RAT VISUAL-CORTEX; CLUSTERED HORIZONTAL CONNECTIONS; MULTILAYER FEEDFORWARD NETWORKS; OCCIPITAL CORTICAL-NEURONS; CEREBELLAR GRANULE CELLS; OCULAR DOMINANCE COLUMNS; RETINAL GANGLION-CELLS


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