IEEE Transactions on Neural Networks and Learning Systems: Volume 24, Issue 1, January 2013

1.  Editorial: A Successful Change From TNN to TNNLS and a Very Successful Year
Authors: Derong Liu
Page(s): 1 - 7
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6380627

2.  Mixture Subclass Discriminant Analysis Link to Restricted Gaussian Model and Other Generalizations
Authors: Nikolaos Gkalelis; Vasileios Mezaris; Ioannis Kompatsiaris; Tania Stathaki
Page(s): 8 - 21
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6360018

3.  Density-Preserving Sampling: Robust and Efficient Alternative to Cross-Validation for Error Estimation
Authors: Marcin Budka; Bogdan Gabrys
Page(s): 22 - 34
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6360017

4.  Two-Stage Nonnegative Sparse Representation for Large-Scale Face Recognition
Authors: Ran He; Wei-Shi Zheng; Bao-Gang Hu; Xiang-Wei Kong
Page(s): 35 - 46
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365317

5.  Projection-Pursuit-Based Method for Blind Separation of Nonnegative Sources
Authors: Zuyuan Yang; Yong Xiang; Yue Rong; Shengli Xie
Page(s): 47 - 57
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365335

6.  Synchronization for Coupled Neural Networks With Interval Delay: A Novel Augmented Lyapunov–Krasovskii Functional Method
Authors: Huaguang Zhang; Dawei Gong; Bing Chen; Zhenwei Liu
Page(s): 58 - 70
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365364

7.  Observer-Based Adaptive Neural Network Control for Nonlinear Stochastic Systems With Time Delay
Authors: Qi Zhou; Peng Shi; Shengyuan Xu; Hongyi Li
Page(s): 71 - 80
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365333

8.  Qualitative Adaptive Reward Learning With Success Failure Maps: Applied to Humanoid Robot Walking
Authors: John Nassour; Vincent Hugel; Fethi Ben Ouezdou; Gordon Cheng
Page(s): 81 - 93
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365318

9.  Novel Z-Domain Precoding Method for Blind Separation of Spatially Correlated Signals
Authors: Yong Xiang; Dezhong Peng; Yang Xiang; Song Guo
Page(s): 94 - 105
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365334

10.  Local Coordinates Alignment With Global Preservation for Dimensionality Reduction
Authors: Jing Chen; Zhengming Ma; Yang Liu
Page(s): 106 - 117
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365829

11.  Hopf Bifurcation of an $(n+1)$ -Neuron Bidirectional Associative Memory Neural Network Model With Delays
Authors: Min Xiao; Wei Xing Zheng; Jinde Cao
Page(s): 118 - 132
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365830

12.  Prime Discriminant Simplicial Complex
Authors: Junping Zhang; Ziyu  Xie; Stan Z. Li
Page(s): 133 - 144
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6353263

13.  Finite-Horizon Control-Constrained Nonlinear Optimal Control Using Single Network Adaptive Critics
Authors: Ali Heydari; Sivasubramanya N. Balakrishnan
Page(s): 145 - 157
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6377305

14.  Feature Combiners With Gate-Generated Weights for Classification
Authors: Adil Omari; Aníbal R. Figueiras-Vidal
Page(s): 158 - 163
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365375

15.  Competitive Learning With Pairwise Constraints
Authors: Thiago F. Covões; Eduardo R. Hruschka; Joydeep Ghosh
Page(s): 164 - 169
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365363

16.  Infinite Hidden Conditional Random Fields for Human Behavior Analysis
Authors: Konstantinos Bousmalis; Stefanos Zafeiriou; Louis-Philippe Morency; Maja Pantic
Page(s): 170 - 177
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6365828