The cognitive systems paradigm

In this essay, I review the motivations behind the cognitive systems movement and attempt to characterize the paradigm. I propose six features that distinguish research in this framework from other approaches to artificial intelligence, after which I present some positive and negative examples in an effort to clarify the field’s boundaries. In closing, I also discuss some avenues for encouraging research in this critical area.

[1]  H. Simon,et al.  Rational choice and the structure of the environment. , 1956, Psychological review.

[2]  H. Gelernter,et al.  Realization of a geometry theorem proving machine , 1995, IFIP Congress.

[3]  Allen Newell,et al.  Report on a general problem-solving program , 1959, IFIP Congress.

[4]  E. Feigenbaum,et al.  Computers and Thought , 1963 .

[5]  James R. Slagle,et al.  A Heuristic Program that Solves Symbolic Integration Problems in Freshman Calculus , 1963, JACM.

[6]  Donald E. Eastlake,et al.  The Greenblatt chess program , 1967, AFIPS '67 (Fall).

[7]  Terry Winograd,et al.  Understanding natural language , 1974 .

[8]  Earl D. Sacerdoti,et al.  Planning in a Hierarchy of Abstraction Spaces , 1974, IJCAI.

[9]  Edward H. Shortliffe,et al.  A model of inexact reasoning in medicine , 1990 .

[10]  Allen Newell,et al.  Computer science as empirical inquiry: symbols and search , 1976, CACM.

[11]  Gordon S. Novak Representations of Knowledge in a Program for Solving Physics Problems , 1977, IJCAI.

[12]  Pat Langley,et al.  Data-Driven Discovery of Physical Laws , 1981, Cogn. Sci..

[13]  John S. Gero,et al.  Towards generative expert systems for architectural detailing , 1985 .

[14]  William F. Clocksin,et al.  Programming in Prolog , 1987, Springer Berlin Heidelberg.

[15]  Richard Reviewer-Granger Unified Theories of Cognition , 1991, Journal of Cognitive Neuroscience.

[16]  Tom Routen,et al.  Intelligent Tutoring Systems , 1996, Lecture Notes in Computer Science.

[17]  Pat Langley,et al.  Machine learning as an experimental science , 2004, Machine Learning.

[18]  David Bade,et al.  Cognitive systems , 2008, J. Documentation.

[19]  Pat Langley,et al.  The changing science of machine learning , 2011, Machine Learning.