Complex-Valued Recurrent Correlation Neural Networks

@article{Valle2014ComplexValuedRC,
  title={Complex-Valued Recurrent Correlation Neural Networks},
  author={Marcos Eduardo Valle},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year={2014},
  volume={25},
  pages={1600-1612}
}
In this paper, we generalize the bipolar recurrent correlation neural networks (RCNNs) of Chiueh and Goodman for patterns whose components are in the complex unit circle. The novel networks, referred to as complex-valued RCNNs (CV-RCNNs), are characterized by a possible nonlinear function, which is applied on the real part of the scalar product of the current state and the original patterns. We show that the CV-RCNNs always converge to a stationary state. Thus, they have potential application… CONTINUE READING

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References

Publications referenced by this paper.
Showing 1-10 of 39 references

Recurrent correlation associative memories

IEEE Trans. Neural Networks • 1991
View 13 Excerpts
Highly Influenced

and M

Y. Suzuki, M. Kitahara
Kobayashi, “Dynamic complex-valued associative memory with strong bias terms,” in Neural Information Processing (Lecture Notes in Computer Science), vol. 7062, B.-L. Lu, L. Zhang, and J. Kwok, Eds. Berlin, Germany: Springer-Verlag • 2011
View 5 Excerpts
Highly Influenced

Improvements of complex-valued Hopfield associative memory by using generalized projection rules,

D.-L. Lee
IEEE Trans. Neural Netw., • 2006
View 5 Excerpts
Highly Influenced

Complex-valued multistate neural associative memory

IEEE Trans. Neural Networks • 1996
View 6 Excerpts
Highly Influenced

Self-Organization and Associative Memory

T. Kohonen
2nd ed. New York, NY, USA: Springer-Verlag • 1987
View 4 Excerpts
Highly Influenced

A Robust Subspace Projection Autoassociative Memory Based on the M-Estimation Method

IEEE Transactions on Neural Networks and Learning Systems • 2014
View 3 Excerpts

An introduction to complex-valued recurrent correlation neural networks

2014 International Joint Conference on Neural Networks (IJCNN) • 2014
View 1 Excerpt

Complex-Valued Neural Networks

Studies in Computational Intelligence • 2012
View 1 Excerpt

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