Neural Networks, Volume 65 , Pages 1-126, May 2015

1. Enhanced low-rank representation via sparse manifold adaption for semi-supervised learning  
Pages: 1-17
Author(s): Yong Peng, Bao-Liang Lu, Suhang Wang

2. Computational cognitive models of spatial memory in navigation space: A review 
Pages: 18-43
Author(s): Tamas Madl, Ke Chen, Daniela Montaldi, Robert Trappl

3. Attention modeled as information in learning multisensory integration  
Pages: 44-52
Author(s): Johannes Bauer, Sven Magg, Stefan Wermter

4. A new class of multi-stable neural networks: Stability analysis and learning process  
Pages: 53-64
Author(s): E. Bavafaye Haghighi, G. Palm, M. Rahmati, M.J. Yazdanpanah

5. Multistability of neural networks with discontinuous non-monotonic piecewise linear activation functions and time-varying delays  
Pages: 65-79
Author(s): Xiaobing Nie, Wei Xing Zheng

6. Pth moment exponential stochastic synchronization of coupled memristor-based neural networks with mixed delays via delayed impulsive control  
Pages: 80-91
Author(s): Xinsong Yang, Jinde Cao, Jianlong Qiu

7. Robust L1-norm two-dimensional linear discriminant analysis  
Pages: 92-104
Author(s): Chun-Na Li, Yuan-Hai Shao, Nai-Yang Deng

8. New exponential synchronization criteria for time-varying delayed neural networks with discontinuous activations  
Pages: 105-114
Author(s): Zuowei Cai, Lihong Huang, Lingling Zhang

9. Local Rademacher Complexity: Sharper risk bounds with and without unlabeled samples 
Pages: 115-125
Author(s): Luca Oneto, Alessandro Ghio, Sandro Ridella, Davide Anguita