Toward a modern theory of adaptive networks: expectation and prediction.

@article{Sutton1981TowardAM,
  title={Toward a modern theory of adaptive networks: expectation and prediction.},
  author={Richard S. Sutton and Andrew G. Barto},
  journal={Psychological review},
  year={1981},
  volume={88 2},
  pages={135-70}
}
Many adaptive neural network theories are based on neuronlike adaptive elements that can behave as single unit analogs of associative conditioning. In this article we develop a similar adaptive element, but one which is more closely in accord with the facts of animal learning theory than elements commonly studied in adaptive network research. We suggest that an essential feature of classical conditioning that has been largely overlooked by adaptive network theorists is its predictive nature… CONTINUE READING
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