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Erdi Peter
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THE NEURAL BASIS OF COGNITIVE DEVELOPMENT:
A CONSTRUCTIVIST MANIFESTO
Steven R. Quartz and Terrence J. Sejnowski
Computational Neurobiology Laboratory,
and The Sloan Center for Theoretical Neurobiology,
The Salk Institute for Biological Studies,
10010 North Torrey Pines Rd.
La Jolla, CA 92037
steve(a)salk.edu
Howard Hughes Medical Institute,
The Salk Institute for Biological Studies,
and Department of Biology,
University of California, San Diego,
La Jolla, CA 92037.
terry(a)salk.edu
KEYWORDS: neural development; cognitive development;
constructivism; selectionism; mathematical learning theory;
evolution; learnability.
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.
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