publication . Article . Other literature type . Part of book or chapter of book . 1990

Finding structure in time

Jeffrey Elman;
  • Published: 01 Mar 1990
Abstract
Time underlies many interesting human behaviors. Thus, the question of how to represent time in connectionist models is very important. One approach is to represent time implicitly by its effects on processing rather than explicitly (as in a spatial representation). The current report develops a proposal along these lines first described by Jordan (1986) which involves the use of recurrent links in order to provide networks with a dynamic memory. In this approach, hidden unit patterns are fed back to themselves; the internal representations which develop thus reflect task demands in the context of prior internal states. A set of simulations is reported which ran...
Subjects
free text keywords: Experimental and Cognitive Psychology, Cognitive Neuroscience, Artificial Intelligence, Backpropagation through time, Human behavior, Poverty of the stimulus, DUAL (cognitive architecture), Natural language processing, computer.software_genre, computer, business.industry, business, Part of speech, Semantics, Syntax, Connectionism, Computer science
Communities
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publication . Article . Other literature type . Part of book or chapter of book . 1990

Finding structure in time

Jeffrey Elman;