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This volume provides an overview of a relatively neglected branch of connectionism known as localist connectionism. The singling out of localist connectionism is motivated by the fact that some critical modeling strategies have been more readily applied in the development and testing of localist as opposed to distributed connectionist models (models using distributed hidden-unit representations and trained with a particular learning algorithm, typically back-propagation). One major theme emerging from this book is that localist connectionism currently provides an interesting means of evolving from verbal-boxological models of human cognition to computer-implemented algorithmic models. The other central messages conveyed are that the highly delicate issue of model testing, evaluation, and selection must be taken seriously, and that model-builders of the localist connectionist family have already shown exemplary steps in this direction.
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This volume provides an overview of a relatively neglected branch of connectionism known as localist connectionism. The singling out of localist connectionism is motivated by the fact that some critical modeling strategies have been more readily applied in the development and testing of localist as opposed to distributed connectionist models (models using distributed hidden-unit representations and trained with a particular learning algorithm, typically back-propagation). One major theme emerging from this book is that localist connectionism currently provides an interesting means of evolving from verbal-boxological models of human cognition to computer-implemented algorithmic models. The other central messages conveyed are that the highly delicate issue of model testing, evaluation, and selection must be taken seriously, and that model-builders of the localist connectionist family have already shown exemplary steps in this direction.
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This book introduces a new thrilling field: Neurocomputational Poetics, the scientific ‘marriage’ between cognitive poetics, data science and neuroscience. Its goal is to uncover the secrets of verbal art reception and to explain how readers come to understand and like literary texts. For centuries, verbal art reception has been considered too subjective for quantitative scientific studies and till date many scholars in the humanities and neurosciences alike view literary reading as too complex for accurate computational prediction of the neuronal, experiential and behavioural aspects of reader responses to texts. This book sets out to change this view.
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This book introduces a new thrilling field: Neurocomputational Poetics, the scientific ‘marriage’ between cognitive poetics, data science and neuroscience. Its goal is to uncover the secrets of verbal art reception and to explain how readers come to understand and like literary texts. For centuries, verbal art reception has been considered too subjective for quantitative scientific studies and till date many scholars in the humanities and neurosciences alike view literary reading as too complex for accurate computational prediction of the neuronal, experiential and behavioural aspects of reader responses to texts. This book sets out to change this view.