Abstract | ||
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In this article, I survey the integrated connectionist/symbolic (ICS) cognitive architecture in which higher cognition must be formally characterized on two levels of description. At the microlevel, parallel distributed processing (PDP) characterizes mental processing; this PDP system has special organization in virtue of which it can be characterized at the macrolevel as a kind of symbolic computational system. The symbolic system inherits certain properties from its PDP substrate; the symbolic functions computed constitute optimization of a well-formedness measure called Harmony. The most important outgrowth of the ICS research program is optimality theory (Prince & Smolensky, 1993/2004), an optimization-based grammatical theory that provides a formal theory of cross-linguistic typology. Linguistically, Harmony maximization corresponds to minimization of markedness or structural ill-formedness. Cognitive explanation in ICS requires the collaboration of symbolic and connectionist principles. ICS is developed in detail in Smolensky and Legendre (2006a); this article is a precis of and guide to those volumes. |
Year | DOI | Venue |
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2006 | 10.1207/s15516709cog0000_78 | COGNITIVE SCIENCE |
Keywords | Field | DocType |
connectionism,symbolic theory,linguistics,optimality theory,cognitive architecture | Markedness,Computer science,Cognitive science,Cognitive psychology,Artificial intelligence,Cognitive architecture,Harmony (color),Connectionism,Optimality theory,The Symbolic,Theory,Linguistics,Maximization | Journal |
Volume | Issue | ISSN |
30 | 5.0 | 0364-0213 |
Citations | PageRank | References |
6 | 0.64 | 9 |
Authors | ||
1 |
Name | Order | Citations | PageRank |
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Paul Smolensky | 1 | 215 | 93.76 |