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Neural network modeling and connectionism
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Year: 1990 Publisher: Cambridge London MIT Press

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Neural network modeling and connectionism

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Exercises in rethinking innateness: a handbook for connectionist simulations
Authors: ---
ISBN: 0262661055 0262287080 0585382069 9780262287081 Year: 1997 Publisher: Cambridge, Mass. MIT

Rethinking innateness : a connectionist perspective on development
Authors: --- --- --- --- --- et al.
ISBN: 0262050528 026255030X 0262272296 0585020345 9780585020341 9780262050524 9780262272292 9780262550307 Year: 1996 Publisher: Cambridge, Mass. MIT

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Rethinking Innateness asks the question, "What does it really mean to say that a behavior is innate?" The authors describe a new framework in which interactions, occurring at all levels, give rise to emergent forms and behaviors. These outcomes often may be highly constrained and universal, yet they are not themselves directly contained in the genes in any domain-specific way. One of the key contributions of Rethinking Innateness is a taxonomy of ways in which a behavior can be innate. These include constraints at the level of representation, architecture, and timing; typically, behaviors arise through the interaction of constraints at several of these levels. The ideas are explored through dynamic models inspired by a new kind of "developmental connectionism," a marriage of connectionist models and developmental neurobiology, forming a new theoretical framework for the study of behavioral development. While relying heavily on the conceptual and computational tools provided by connectionism, Rethinking Innateness also identifies ways in which these tools need to be enriched by closer attention to biology.

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