Publications - Neural Networks


Books


  1. Xiang-Sun Zhang. Neural Networks in Optimization. Kluwer Academic Publishers, Dordrecht, Boston, London, 2000.

Refereed Journal Articles


  1. Xiang-Sun Zhang, Xin-Jian Zhuo, and Zhu-Jun Jing. A canonical neural network model for nonlinear programming problems, to appear in Acta Mathematicae Applicatae Sinica.
  1. Ju-Liang Zhang, and Xiang-Sun Zhang. Neural networks for linear inequalities. OR Transactions, 2002, 6(1), pp:9-18.
  1. Ju-Liang Zhang, and Xiang-Sun Zhang. A new neural network for linear programming. OR Transactions, 2001, 5(2), pp:46-54.
  1. Xin-Jian Zhuo, Xiang-Sun Zhang, and Z.B.Xu. The study on research of convergence and its reliability analysis of the discrete Hopfield-type neural network. Systems Science and Mathematical Sciences, 2001, 21(2), pp:152-162. (In Chinese)
  1. De-Gang Liu, and Xiang-Sun Zhang. Test problem generator by neural network for algorithms that try solving nonlinear programming problems globally. Journal of Global Optimization, 2000, 16(3), pp:229-243.
  1. De-Gang Liu, and Xiang-Sun Zhang. Modified optimization layer by layer for learning multilayer perceptrons. Acta Mathematicae Applicatae Sinica, 2000, 16(1), pp:59-69.
  1. Xin-Jian Zhuo, and Xiang-Sun Zhang. Hopfield-type neural network for solving "four-coloring map problems". OR Transactions, 1999, 3(3), pp:35-43. (In Chinese)
  1. Xiang-Sun Zhang. Trust region method in neural network. Acta Mathematicae Applicatae Sinica (English Series), 1997, 13(4), pp:342-352.
  1. Xiang-Sun Zhang. Mathematical analysis for some neural networks that solving linear and quadratic programming. Acta Mathematicae Applicatae Sinica, 1996, 12(1), pp:1-10.
  1. Xiang-Sun Zhang, Hong-Feng Li, and Xiao-Dong Wang. A straightforward mathematical analysis for the Hopfield neural network. Acta Electronica Sinica, 1992, 20, pp:10-18 .

Proceedings Articles


  1. Xiang-Sun Zhang, Zhen-Ping Li, and Wen-Feng Zhou. A neural network algorithm for the (m,d)-coloring problem of a graph. Proceedings of ORSC 2004, pp:382-389, Global-Link Publishing Company, 2004.
  1. Ling-Yun Wu, Ji-Hong Zhang, and Xiang-Sun Zhang. Neural networks approach to DNA sequencing by hybridization. Operations Research and Its Applications, Lecture Notes in Operations Research, vol.4, pp:312-320, World Publishing Corporation, 2002.
  1. Ling-Yun Wu, Xiang-Sun Zhang and Ju-Liang Zhang. Application of discrete Hopfield-type neural network for max-cut problem. Proceedings of ICONIP 2001, pp:1439-1444, Fudan University Press, Shanghai, 2001.
  1. Xiang-Sun Zhang, Xin-Jian Zhuo, and Lei Wang. Discrete Hopfield-type Neural network model for solving "Traveling-salesman problem". Operations Research and Its Applications, Lecture Notes in Operations Research, vol.3, pp:287-295, World Publishing Corporation, 1998.
  1. Xiang-Sun Zhang. How many spurious patterns in the Hopfield neural network. Proceedings of IEEE International Conf. on Neural Networks and Signal Processing(ICNNSP'95), pp:117-120, 1995.
  1. Xiang-Sun Zhang, and S.Amari. A composite network model that tries to solve nonlinear programming problem globally. Proceedings of the International Conference on Neural Information Processing(ICONIP95), Yixin Zhong (ed), pp:809-812, 1995.
  1. Xiang-Sun Zhang, and Peter C.B.Lam. Mathematical analysis for neural networks that simulates the penalty methods in nonlinear programming. Operations Research and Its Applications, Lecture Notes in Operations Research, vol.1, pp:93-102, World Publishing Corporation, 1995.
  1. Xiang-Sun Zhang, G.-J.Zhang, and H.-C.Zhu. Doing optimization by neural network: solving combinatorial network problem. Optimization Theory and Application, M.-Y.Yue (ed.), pp:1-6, Xi'an Electronic Science and Technology University Press, 1994 (In Chinese).
  1. Xiang-Sun Zhang. The approximation capability of the feedforward neural network and a class of generalized Fourier network. Proceeding of Chinese SIAM'94, pp:108-116, Qinghua University Press, 1994 (In Chinese).
  1. Xiang-Sun Zhang, and Hui-Can Zhu. A neural network model for quadratic programming with simple upper and lower bounds and its application to linear programming. Algorithms and Computation, Lecture Notes in Computer Science 834, Ding-Zhu Du and Xiang-Sun Zhang(eds.), pp:119-127, Springer-Verlag, 1994.

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