Training Fully Recurrent Neural Networks with Complex Weights

IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing

Volumn 41, Issue 3, 1994, Pages 235-238

  Kechriotis, George ^a   Manolakos, Elias S ^a  

^a NORTHEASTERN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; SIGNAL PROCESSING;

COMMUNICATION CHANNEL EQUALIZATION; COMPLEX ACTIVATION FUNCTION; NEURAL NETWORK TRAINING; REAL TIME RECURRENT LEARNING ALGORITHM;

NEURAL NETWORKS;

EID: 0028401391     PISSN: 10577130     EISSN: None     Source Type: Journal    
DOI: 10.1109/82.279210     Document Type: Article

References (9)

1. T. Robinson, “A real-time recurrent error propagation network work recognition system,” In ICASSP Int. Conf. Acoustics, Speech and Signal Proc., March 1992, pages 617–620.
2. G. Kechriotis, E. Zervas, and E. Manolakos, “Using recurrent neural networks for blind equalization of linear and nonlinear communication channels,” In MILCOM, IEEE Conf. on Military Commun., San Diego, California, Oct. 1992.
3. R. J. Williams and D. Zipser, “Gradient-based learning algorithms for recurrent networks,” In Y. Chauvin and D. E. Rumelhart, Eds., Back-propagation: Theory, Architectures and Applications, Hillsdale, NJ: Erlbaum Publ., 1991.
4. N. Benvenuto, M. Marchesi, F. Piazza, and A. Uncini, “A comparison between real and complex-valued neural networks in communication applications,” In Proc. Int. Conf. Artificial Neural Networks, Espoo, Finland, June 1991, pages 1177–1180.
5. N. Benvenuto and F. Piazza, “On the complex backpropagation algorithm,” IEEE Trans. on Signal Proc., 40(4):967-969, Apr. 1992.
6. Gordon R. Little, Steven C. Gustafson, and Robert A. Senn, “Generalization of the backpropagation neural network learning algorithms to permit complex weights,” Applied Optics, vol. 29 no. 11, April 1990, pp. 1591–1592.
7. H. Leung and S. Haykin, “The complex backpropagation algorithm,” IEEE Trans. on Signal Proc., vol. 39, Sept. 1991, pp. 2101–2104.
8. George M. Georgiou and Cris Koutsougeras, “Complex domain back-propagation,” IEEE Trans. on Circuits and Syst.-II, vol. 39, May 1992, pp. 330–334.
9. R. V. Churchill and J. W. Brown, Complex Variables and Applications, New York: McGraw-Hill, 1948.