Psychology is now ready for unified theories of cognition--so says Allen Newell, a leading investigator in computer science and cognitive psychology. Not everyone will agree on a single set of mechanisms that will explain the full range of human cognition, but such theories are within reach and we should strive to articulate them. In this book, Newell makes the case for unified theories by setting forth a candidate. After reviewing the foundational concepts of cognitive science--knowledge, representation, computation, symbols, architecture, intelligence, and search--Newell introduces Soar, an architecture for general cognition. A pioneer system in artificial intelligence, Soar is the first problem solver to create its own subgoals and learn continuously from its own experience. Newell shows how Soar's ability to operate within the real-time constraints of intelligent behavior, such as immediate-response and item-recognition tasks, illustrates important characteristics of the human cognitive structure. Throughout, Soar remains an exemplar: we know only enough to work toward a fully developed theory of cognition, but Soar's success so far establishes the viability of the enterprise. Given its integrative approach, Unified Theories of Cognition will be of tremendous interest to researchers in a variety of fields, including cognitive science, artificial intelligence, psychology, and computer science. This exploration of the nature of mind, one of the great problems of philosophy, should also transcend disciplines and attract a large scientific audience. |
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Core Reading in Cognitive Architectures Oct 12, 2010
By porter coggins
"thinking out loud"
Unified Theories of Cognition by Newell presents the theoretical ground-work of SOAR, one of the most important cognitive architectures ever developed (the others being ACT-R by Anderson, EPIC by Kieras, and CAPS, now 4CAPS, by Thibadeau, Just, Carpenter, and Varma). This book and papers/texts of ACT-R, EPIC, and 4CAPS, and the SOAR Project form the foundation of those interested in the field of cognitive architectures and provides the strongest possible foundation for those interested in graduate school and research in this area of a.i. Those interested in the most recent revisions to the theory and applications should consult the SOAR website.
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