Volume 21, Number 1, January 2010
: Editorial: the IEEE transactions on neural networks 2010 and beyond.
, Yao Wang
, Yurong Liu
: Global synchronization for discrete-time stochastic complex networks with randomly occurred nonlinearities and mixed time delays.
: An effective method of pruning support vector machine classifiers.
, Huaguang Zhang
: Global asymptotic stability of reaction-diffusion Cohen-Grossberg neural networks with continuously distributed delays.
, Djemel Ziou
: A Dirichlet process mixture of generalized Dirichlet distributions for proportional data modeling.
Volume 21, Number 2, February 2010
: Feature extraction using constrained approximation and suppression.
, Pierre Comon
: Robust independent component analysis by iterative maximization of the kurtosis contrast with algebraic optimal step size.
, Licheng Jiao
: Adaptive tracking for periodically time-varying and nonlinearly parameterized systems using multilayer neural networks.
Volume 21, Number 3, March 2010
Ju Hong Ge
, Jian Xu
: Computation of synchronized periodic solution in a BAM network with two delays.
: On the weight convergence of Elman networks.
: Foundations of implementing the competitive layer model by Lotka-Volterra recurrent neural networks.
: Graph based representations of density distribution and distances for self-organizing maps.
Volume 21, Number 4, April 2010
, Jinde Cao
: Exponential synchronization of hybrid coupled networks with delayed coupling.
: Conformation-based hidden Markov models: application to human face identification.
: Lattice point sets for deterministic learning and approximate optimization problems.
Volume 21, Number 5, May 2010
: Learning by natural gradient on noncompact matrix-type pseudo-Riemannian manifolds.
Danil V. Prokhorov
: A convolutional learning system for object classification in 3-D lidar data.
Volume 21, Number 6, June 2010
, Xin Yao
: Sparse approximation through boosting for learning large scale kernel machines.
, Chunguang Li
: Self-sustained irregular activity in 2-D small-world networks of excitatory and inhibitory neurons.
, Chai Quek
: A BCM theory of meta-plasticity for online self-reorganizing fuzzy-associative learning.
Volume 21, Number 7, July 2010
: Exceptional reducibility of complex-valued neural networks.
, Wei Xing Zheng
: A new method for complete stability analysis of cellular neural networks with time delay.
Vu N. Phat
, H. Trinh
: Exponential stabilization of neural networks with various activation functions and mixed time-varying delays.
, Shun-ichi Amari
: Two conditions for equivalence of 0-norm solution and 1-norm solution in sparse representation.
Volume 21, Number 8, August 2010
, Ata Kabán
: A fast algorithm for robust mixtures in the presence of measurement errors.
Elias B. Kosmatopoulos
: Control of unknown nonlinear systems with efficient transient performance using concurrent exploitation and exploration.
, Jennie Si
: Approximate robust policy iteration using multilayer perceptron neural networks for discounted infinite-horizon Markov decision processes with uncertain correlated transition matrices.
, Jinde Cao
: Robust exponential stability of Markovian jump impulsive stochastic Cohen-Grossberg neural networks with mixed time delays.
Volume 21, Number 9, September 2010
, Tommy W. S. Chow
: Self-organizing potential field network: a new optimization algorithm.
: Analysis and design of a k-winners-take-all model with a single state variable and the heaviside step activation function.
, Xuli Han
: Constructive approximation to multivariate function by decay RBF neural network.
Volume 21, Number 10, October 2010
, Jianhua Shen
: LMI approach for stationary oscillation of interval neural networks with discrete and distributed time-varying delays under impulsive perturbations.
, James T. Kwok
: Clustered Nyström method for large scale manifold learning and dimension reduction.
, Yusuf Oysal
: Fuzzy wavelet neural network models for prediction and identification of dynamical systems.
, Xinghua Wang
, Chunhua Feng
: Multiperiodicity of periodically oscillated discrete-time neural networks with transient excitatory self-connections and sigmoidal nonlinearities.
: Approximate solution of the multiple watchman routes problem with restricted visibility range.
, Zhang Yi
, Jiliu Zhou
: Continuous attractors of Lotka-Volterra recurrent neural networks with infinite neurons.
Volume 21, Number 11, November 2010
, R. M. Botez
: New Approach for the Identification and Validation of a Nonlinear F/A-18 Model by Use of Neural Networks.
: Self-Organizing MultiLayer Perceptron.
Daniel Le Ly
, Paul Chow
: High-Performance Reconfigurable Hardware Architecture for Restricted Boltzmann Machines.
Volume 21, Number 12, December 2010
, C.-L. Ho
, S. Siu
: Computing and Analyzing the Sensitivity of MLP Due to the Errors of the i.i.d. Inputs and Weights Based on CLT.
Ahmed M. Allam
, Hazem M. Abbas
: On the Improvement of Neural Cryptography Using Erroneous Transmitted Information With Error Prediction.
Igor N. Aizenberg
: Periodic Activation Function and a Modified Learning Algorithm for the Multivalued Neuron.
, D. Lee
: Linear Discriminant Analysis for Signatures.