A Local Learning Algorithm for Dynamic Feedforward and Recurrent Networks

@article{Schmidhuber1989ALL,
  title={A Local Learning Algorithm for Dynamic Feedforward and Recurrent Networks},
  author={J. Schmidhuber},
  journal={Connection Science},
  year={1989},
  volume={1},
  pages={403-412}
}
Abstract Most known learning algorithms for dynamic neural networks in non-stationary environments need global computations to perform credit assignment. These algorithms either are not local in time or not local in space. Those algorithms which are local in both time and space usually cannot deal sensibly with ‘hidden units’. In contrast, as far as we can judge, learning rules in biological systems with many ‘hidden units’ are local in both space and time. In this paper we propose a parallel… Expand
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References

SHOWING 1-10 OF 22 REFERENCES
A learning algorithm for analog, fully recurrent neural networks
  • M. Gherrity
  • Computer Science
  • International 1989 Joint Conference on Neural Networks
  • 1989
  • 78
The Neural Bucket Brigade
  • 7
  • PDF
Learning State Space Trajectories in Recurrent Neural Networks
  • 710
  • PDF
Networks adjusting networks
  • 20
  • PDF
Feature discovery by competitive learning
  • 1,441
Some Studies in Machine Learning Using the Game of Checkers
  • A. Samuel
  • Computer Science
  • IBM J. Res. Dev.
  • 1959
  • 2,258
  • PDF
Static and Dynamic Error Propagation Networks with Application to Speech Coding
  • 100
  • PDF
Self Organization And Associative Memory
  • 6,011
Recurrent networks adjusted by adaptive critics
  • 25
...
1
2
3
...