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Connectionist models of development (2003)

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by Yuko Munakata , James L. McClelland
Citations:9 - 3 self
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BibTeX

@MISC{Munakata03connectionistmodels,
    author = {Yuko Munakata and James L. McClelland},
    title = { Connectionist models of development},
    year = {2003}
}

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Abstract

How have connectionist models informed the study of development? This paper considers three contributions from specific models. First, connectionist models have proven useful for exploring nonlinear dynamics and emergent properties, and their role in nonlinear developmental trajectories, critical periods and developmental disorders. Second, connectionist models have informed the study of the representations that lead to behavioral dissociations. Third, connectionist models have provided insight into neural mechanisms, and why different brain regions are specialized for different functions. Connectionist and dynamic systems approaches to development have differed, with connectionist approaches focused on learning processes and representations in cognitive tasks, and dynamic systems approaches focused on mathematical characterizations of physical elements of the system and their interactions with the environment. The two approaches also share much in common, such as their emphasis on continuous, nonlinear processes and their broad application to a range of behaviors.

Citations

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