A Model for Learning Systems

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

IJCAI 1977 pp. 338-343

doi:10.21236/ada042834 /ijcai/1977/smith1977ijcai-model/

Abstract

A model for learning systems is presented, and representative AI, pattern recognition, and control systems are discussed in terms of 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 selector, critic, earning element, blackboard, and world model. Consideration of learning system design leads naturally to the concept of a layered system, each layer operating at a different level of abstraction.

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Text

Smith et al. "A Model for Learning Systems." International Joint Conference on Artificial Intelligence, 1977. doi:10.21236/ada042834

Markdown

[Smith et al. "A Model for Learning Systems." International Joint Conference on Artificial Intelligence, 1977.](https://mlanthology.org/ijcai/1977/smith1977ijcai-model/) doi:10.21236/ada042834

BibTeX

@inproceedings{smith1977ijcai-model,
  title     = {{A Model for Learning Systems}},
  author    = {Smith, Reid G. and Mitchell, Tom M. and Chestek, R. A. and Buchanan, Bruce G.},
  booktitle = {International Joint Conference on Artificial Intelligence},
  year      = {1977},
  pages     = {338-343},
  doi       = {10.21236/ada042834},
  url       = {https://mlanthology.org/ijcai/1977/smith1977ijcai-model/}
}