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      Towards a Cognitive Robotics

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      Adaptive Behavior

      SAGE Publications

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          Learning and development in neural networks: the importance of starting small.

           Jeffrey Elman (1993)
          It is a striking fact that in humans the greatest learning occurs precisely at that point in time--childhood--when the most dramatic maturational changes also occur. This report describes possible synergistic interactions between maturational change and the ability to learn a complex domain (language), as investigated in connectionist networks. The networks are trained to process complex sentences involving relative clauses, number agreement, and several types of verb argument structure. Training fails in the case of networks which are fully formed and 'adultlike' in their capacity. Training succeeds only when networks begin with limited working memory and gradually 'mature' to the adult state. This result suggests that rather than being a limitation, developmental restrictions on resources may constitute a necessary prerequisite for mastering certain complex domains. Specifically, successful learning may depend on starting small.
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            On the proper treatment of connectionism

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              A hierarchical neural-network model for control and learning of voluntary movement

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                Author and article information

                Journal
                Adaptive Behavior
                Adaptive Behavior
                SAGE Publications
                1059-7123
                1741-2633
                July 26 2016
                July 26 2016
                : 7
                : 1
                : 5-16
                Article
                10.1177/105971239900700101
                © 2016

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