Dear Dr. Qwerty,
Below is a link to the forthcoming BBS target article
Are developmental disorders like cases of adult brain damage?
Implications from connectionist modelling
by
Michael Thomas and Annette Karmiloff-Smith
http://www.bbsonline.org/Preprints/Thomas/Referees/
This article has been accepted for publication in Behavioral and Brain
Sciences (BBS), an international, interdisciplinary journal providing
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IMPORTANT
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ARE DEVELOPMENTAL DISORDERS LIKE CASES OF ADULT BRAIN DAMAGE? IMPLICATIONS
FROM CONNECTIONIST MODELLING
Michael Thomas and Annette Karmiloff-Smith
Neurocognitive Development Unit
Institute of Child Health
London, UK
KEYWORDS: Acquired and developmental disorders, connectionist models, past
tense, reading, modularity
ABSTRACT: It is often assumed that similar behavioural impairments found
in cases of adult brain damage and developmental disorders correspond to
similar underlying causes, and can serve as convergent evidence to the
modular structure of the normal adult cognitive system. We argue that this
correspondence is contingent on an unsupported assumption that atypical
development can produce selective deficits while the rest of the system
develops normally (Residual Normality), an assumption that tends to bias
data collection in the field. Based on a review of connectionist models of
acquired and developmental disorders in the domains of reading and past
tense, as well as on new simulations, we explore the computational
viability of the assumption and the potential role of development in
producing deficits. Simulations demonstrate that damage to a developmental
model can produce very different effects depending on whether it occurs
prior to or following the training process. Since developmental disorders
typically involve damage prior to learning, we conclude that the
developmental process is a key component of the explanation of endstate
impairments. Further simulations demonstrate that in simple connectionist
learning systems, the assumption of Residual Normality is undermined by
processes of compensation elsewhere in the system. We outline the precise
computational conditions required for Residual Normality to hold in
development, and suggest that in many cases it is an unlikely hypothesis.
We conclude that in developmental disorders, inferences from deficits to
underlying structure crucially depend on developmental conditions, and
that the process of ontogenetic development cannot be ignored in
constructing models of developmental disorders.
http://www.bbsonline.org/Preprints/Thomas/Referees/
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IMPORTANT
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(1) Call for Book Nominations for BBS Multiple Book Review
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potential reviewers would be the best evidence of its potential
impact!).
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Ralph
BBS
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Ralph DeMarco
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