A Model for Learning Systems

Smith, Reid G.; Mitchell, Tom M.; Chestek, R. A.; Buchanan, Bruce G.

A Model for Learning Systems

Reid G. Smith, Tom M. Mitchell, R. A. Chestek, Bruce G. Buchanan

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Proceedings of the Fifth International Joint Conference on Artificial Intelligence. Knowledge Acquisition. Pages 338-342.

Abstract

A model for learning systems is presented, and representative Ait pattern recognition~ and control systems are oiscussed in terms ox its framework. The model details the functional components felt to be essential for any learning system, independent of the techniques used for its construction, and the specific environment in which it operates. These components are performance element, instance selectori critic, learning element, blackboard, and wor d model. Consideration of learning system design leads naturally to the concept of a layered system, each layer operating at a different level of abstraction.

Reid G. Smith, Tom M. Mitchell, R. A. Chestek, and Bruce G. Buchanan. 1977. A Model for Learning Systems. In Proceedings of the Fifth International Joint Conference on Artificial Intelligence, IJCAI-77. IJCAI, 338–342. https://ijcai.org/proceedings/1977/76

@inproceedings{ijcai1977p76,
  title     = {A Model for Learning Systems},
  author    = {Smith, Reid G. and Mitchell, Tom M. and Chestek, R. A. and Buchanan, Bruce G.},
  booktitle = {Proceedings of the Fifth International Joint Conference on
               Artificial Intelligence, {IJCAI-77}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {Raj Reddy},
  pages     = {338--342},
  year      = {1977},
  note      = {Knowledge Acquisition},
  url       = {https://ijcai.org/proceedings/1977/76},
}

TY  - CPAPER
TI  - A Model for Learning Systems
AU  - Smith, Reid G.
AU  - Mitchell, Tom M.
AU  - Chestek, R. A.
AU  - Buchanan, Bruce G.
T2  - Proceedings of the Fifth International Joint Conference on Artificial Intelligence, IJCAI-77
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1977
SP  - 338
EP  - 342
UR  - https://ijcai.org/proceedings/1977/76
ER  -