Derong Liu's Top 10 Publications on Analysis and Synthesis of Recurrent Neural Networks
These publications made contributions to the field of qualitative analysis and synthesis of recurrent neural networks:
(a) established qualitative analysis results for recurrent neural networks including cellular neural networks;
(b) established conditions under which there exist solutions of recurrent neural networks with arbitrarily sparse interconnection
and established conditions under which such solutions are robust with respect to parameter perturbations;
(c) developed systematic synthesis procedures for recurrent neural networks with arbitrarily sparse interconnection when applied to
associative memories and algorithms for increasing the robustness of the synthesized recurrent neural networks;
(d) developed systematic synthesis procedures for cloning template of cellular neural networks with applications to associative memories.
- D. Liu
and A. N. Michel,
Dynamical
Systems with Saturation Nonlinearities: Analysis and Design,
New York: Springer-Verlag, 1994.
- A. N. Michel and D. Liu,
Qualitative
Analysis and Synthesis of Recurrent Neural Networks,
New York: Marcel Dekker,
2002.
(This book has been translated into Chinese by H. Zhang, C. Ji, and
Z. Wang and has been published by the Science Press, 2004.)
- D. Liu
and A. N. Michel,
"Sparsely interconnected neural networks
for associative memories with
applications to cellular neural networks,"
IEEE Transactions on Circuits and Systems-II: Analog and
Digital Signal Processing, vol.41, pp.295-307, Apr. 1994.
- D. Liu and Z. Lu,
"A new
synthesis approach for feedback neural networks based
on the perceptron
training algorithm,"
IEEE Transactions on Neural Networks, vol.8, pp.1468-1482,
Nov. 1997.
- D. Liu
and A. N. Michel,
"Cellular neural networks for associative memories,"
IEEE Transactions on Circuits and Systems-II: Analog and
Digital Signal Processing, vol.40, pp.119-121, Feb. 1993.
- D. Liu,
"Cloning template design of cellular
neural networks for associative
memories,"
IEEE Transactions on Circuits and Systems-I: Fundamental Theory
and Applications, vol.44, pp.646-650, July 1997.
- D. Liu
and A. N. Michel,
"Robustness analysis and
design of a class of neural networks with
sparse interconnecting structure,"
Neurocomputing,
vol.12, pp.59-76, June 1996.
- Z. Lu and D. Liu,
"A new synthesis procedure
for a class of cellular
neural networks with space-invariant cloning template,"
IEEE Transactions on Circuits and Systems-II: Analog and
Digital Signal Processing,
vol.45, pp.1601-1605, Dec. 1998.
- A. N. Michel, K. Wang, D. Liu,
and H. Ye, "Qualitative limitations incurred in implementations
of recurrent neural networks,"
IEEE Control Systems Magazine,
vol.15, pp.52-65, June 1995.
- I. Salih, S. H. Smith, and D. Liu,
" Synthesis approach for bidirectional associative memories based on the
perceptron training algorithm,"
Neurocomputing,
vol.35, no.1-4, pp.137-148, Nov. 2000.
Derong Liu's Publications on Feedforward Neural Networks
- D. Liu, T.-S. Chang, and Y. Zhang,
"A constructive algorithm for feedforward
neural networks with incremental training,"
IEEE Transactions on Circuits and Systems-I: Fundamental Theory
and Applications,
vol. 49, pp.1876-1879, Dec. 2002.
- D. Liu, M. E. Hohil, and S. H. Smith,
"N-bit parity neural networks: New solutions
based on linear programming,"
Neurocomputing, vol.48, pp.477-488, Oct. 2002.
- M. E. Hohil, D. Liu, and S. H. Smith,
"Solving the N-bit parity problem using
neural networks," Neural Networks,
vol.12, pp.1321-1323, Nov. 1999.
Derong Liu's Publication on Neural Networks for Control
- H. D. Patino and D. Liu,
"Neural network-based model reference
adaptive control system,"
IEEE Transactions on Systems, Man, and Cybernetics-Part B:
Cybernetics,
vol.30, pp.198-204, Feb. 2000.
Click here for other publications.
Author: Derong Liu E-Mail: dliu@ece.uic.edu
