The influence of morphological regularities on the dynamics of a connectionist network. |
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Authors: | J G Rueckl M Raveh |
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Institution: | University of Connecticut, Storrs 06269, USA. rueckl@psypch.psy.uconn.edu |
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Abstract: | The effects of morphological regularities on the behavior of connectionist networks were studied by training identical networks on orthographic-semantic mappings that either contained such regularities or did not. Morphological regularities had a substantial impact on both the amount of training needed to learn a mapping and the number of words that could be included in the training set. A variety of analyses demonstrated how morphological regularities structure the organization and componentiality of a network's internal representations. |
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