Neural Networks Volume 70, Pages 1-102, October 2015

1. Discriminative clustering via extreme learning machine
Author(s): Gao Huang, Tianchi Liu, Yan Yang, Zhiping Lin, Shiji Song, Cheng Wu
Pages: 1-8

2. Realization problem of multi-layer cellular neural networks
Author(s): Jung-Chao Ban, Chih-Hung Chang
Pages: 9-17

3. Real-time, adaptive machine learning for non-stationary, near chaotic gasoline engine combustion time series
Author(s): Adam Vaughan, Stanislav V. Bohac
Pages: 18-26

4. Impulsive synchronization of Markovian jumping randomly coupled neural networks with partly unknown transition probabilities via multiple integral approach
Author(s): A. Chandrasekar, R. Rakkiyappan, Jinde Cao
Pages: 27-38

5. Near-Bayesian Support Vector Machines for imbalanced data classification with equal or unequal misclassification costs
Author(s): Shounak Datta, Swagatam Das
Pages: 39-52

6. Robustness analysis of uncertain dynamical neural networks with multiple time delays
Author(s): Sibel Senan
Pages: 53-60

7. Non-parametric temporal modeling of the hemodynamic response function via a liquid state machine
Author(s): Paolo Avesani, Hananel Hazan, Ester Koilis, Larry M. Manevitz, Diego Sona
Pages: 61-73

8. Finite time stabilization of delayed neural networks
Author(s): Leimin Wang, Yi Shen, Zhixia Ding
Pages: 74-80

9. Matrix measure method for global exponential stability of complex-valued recurrent neural networks with time-varying delays
Author(s): Weiqiang Gong, Jinling Liang, Jinde Cao
Pages: 81-89

10. Maximum margin semi-supervised learning with irrelevant data
Author(s): Haiqin Yang, Kaizhu Huang, Irwin King, Michael R. Lyu
Pages: 90-102

Neural Networks, Volume 69 , Pages 1-144, September 2015

1. Accuracy of latent-variable estimation in Bayesian semi-supervised learning 
Pages: 1-10
Author(s): Keisuke Yamazaki

2. Asymptotic accuracy of Bayesian estimation for a single latent variable 
Pages: 11-19
Author(s): Keisuke Yamazaki

3. Finite-time synchronization for memristor-based neural networks with time-varying delays 
Pages: 20-28
Author(s): Abdujelil Abdurahman, Haijun Jiang, Zhidong Teng

4. Real-time human action classification using a dynamic neural model 
Pages: 29-43
Author(s): Zhibin Yu, Minho Lee

5. Convergence analysis of an augmented algorithm for fully complex-valued neural networks 
Pages: 44-50
Author(s): Dongpo Xu, Huisheng Zhang, Danilo P. Mandic

6. Improving nonlinear modeling capabilities of functional link adaptive filters 
Pages: 51-59
Author(s): Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini

7. Many regression algorithms, one unified model: A review
Pages: 60-79
Author(s): Freek Stulp, Olivier Sigaud

8. L1-norm locally linear representation regularization multi-source adaptation learning 
Pages: 80-98
Author(s): Jianwen Tao, Shiting Wen, Wenjun Hu

9. A new robust model of one-class classification by interval-valued training data using the triangular kernel 
Pages: 99-110
Author(s): Lev V. Utkin, Anatoly I. Chekh

10. Optimized face recognition algorithm using radial basis function neural networks and its practical applications  
Pages: 111-125
Author(s): Sung-Hoon Yoo, Sung-Kwun Oh, Witold Pedrycz

11. Locality preserving score for joint feature weights learning 
Pages: 126-134
Author(s): Hui Yan, Jian Yang

12. Finite-time boundedness and stabilization of uncertain switched neural networks with time-varying delay 
Pages: 135-143
Author(s): Yuanyuan Wu, Jinde Cao, Abdulaziz Alofi, Abdullah AL-Mazrooei, Ahmed Elaiw

Neural Networks, Volume 68, Pages 1-110, August 2015

1. Periodic solution for state-dependent impulsive shunting inhibitory CNNs with time-varying delays 
Author(s): Mustafa Saylı, Enes Yılmaz
Pages: 1-11

2. Discontinuous Lyapunov approach to state estimation and filtering of jumped systems with sampled-data  
Author(s): Xiaoyang Liu, Wenwu Yu, Jinde Cao, Shun Chen
Pages: 12-22

3. Computer aided diagnosis of schizophrenia on resting state fMRI data by ensembles of ELM 
Author(s): Darya Chyzhyk, Alexandre Savio, Manuel Grana
Pages: 23-33

4. Almost periodic solutions for a memristor-based neural networks with leakage, time-varying and distributed delays 
Author(s): Ping Jiang, Zhigang Zeng, Jiejie Chen
Pages: 34-45

5. Set selection dynamical system neural networks with partial memories, with applications to Sudoku and KenKen puzzles 
Author(s): B. Boreland, G. Clement, H. Kunze
Pages: 46-51

6. Multistability in a class of stochastic delayed Hopfield neural networks 
Author(s): Wu-Hua Chen, Shixian Luo, Xiaomei Lu
Pages: 52-61

7. Analysis of connectivity in NeuCube spiking neural network models trained on EEG data for the understanding of functional changes in the brain: A case study on opiate dependence treatment 
Author(s): Elisa Capecci, Nikola Kasabov, Grace Y. Wang
Pages: 62-77

8. Global asymptotical image -periodicity of a fractional-order non-autonomous neural networks 
Author(s): Boshan Chen, Jiejie Chen
Pages: 78-88

9. The transfer function of neuron spike 
Author(s): Igor Palmieri, Luiz H.A. Monteiro, Maria D. Miranda
Pages: 89-95

10. Periodic synchronization control of discontinuous delayed networks by using extended Filippov-framework 
Author(s): Zuowei Cai, Lihong Huang, Zhenyuan Guo, Lingling Zhang, Xuting Wan
Pages: 96-110

Neural Networks Volume 67, Pages 1-154, July 2015

1. A spiking neural network based on the basal ganglia functional anatomy 
Author(s): Javier Baladron, Fred H. HamkerPages: 1-13

2. Further analysis of global image -stability of complex-valued neural networks with unbounded time-varying delays  
Author(s): G. Velmurugan, R. Rakkiyappan, Jinde CaoPages: 14-27

3. Neural network operators: Constructive interpolation of multivariate functions  
Author(s): Danilo CostarelliPages: 28-36

4. Modelling the insect Mushroom Bodies: Application to sequence learning  
Author(s): Paolo Arena, Marco Cali, Luca Patane, Agnese Portera, Roland StraussPages: 37-53

5. Biomimetic race model of the loop between the superior colliculus and the basal ganglia: Subcortical selection of saccade targets  
Author(s): Charles Thurat, Steve N’Guyen, Benoit GirardPages: 54-73

6. A bio-inspired stimulator to desynchronize epileptic cortical population models: A digital implementation framework  
Author(s): Mohsen Piri, Masoud Amiri, Mahmood Amiri Pages: 74-83

7. Robust stability of stochastic fuzzy delayed neural networks with impulsive time window  
Author(s): Xin Wang, Junzhi Yu, Chuandong Li, Hui Wang, Tingwen Huang, Junjian Huang Pages: 84-91

8. Adaptive intermittent control: A computational model explaining motor intermittency observed in human behavior  
Author(s): Yutaka Sakaguchi, Masato Tanaka, Yasuyuki InouePages: 92-109

9. Construction and evaluation of an integrated dynamical model of visual motion perception 
Author(s): Emilien Tlapale, Barbara Anne Dosher, Zhong-Lin Lu Pages: 110-120

10. A biological mechanism for Bayesian feature selection: Weight decay and raising the LASSO  
Author(s): Patrick Connor, Paul Hollensen, Olav Krigolson, Thomas TrappenbergPages: 121-130

11. Low-dimensional recurrent neural network-based Kalman filter for speech enhancement  
Author(s): Youshen Xia, Jun WangPages: 131-139

12. Incremental learning for image -Support Vector Regression  
Author(s): Bin Gu, Victor S. Sheng, Zhijie Wang, Derek Ho, Said Osman, Shuo Li Pages: 140-150

13. Corrigendum to "Feedback associative memory based on a new hybrid model of generalized regression and self feedback neural networks" [Neural Netw. 23(7) (2010) 892–904]  
Author(s): Mahmood AmiriPages: 151

14. Corrigendum to "Projective synchronization for fractional neural networks"  
Author(s): Juan Yu, Cheng Hu, Haijun JiangPages: 152-154

Neural Networks Volume 66, Pages 1-138, June 2015

1) Event-triggered asynchronous intermittent communication strategy for synchronization in complex dynamical networks
Author(s): Huaqing Li, Xiaofeng Liao, Guo Chen, David J. Hill, Zhaoyang Dong, Tingwen HuangPages: 1-10

2) Multilingual part-of-speech tagging with weightless neural networks 
Author(s): Hugo C.C. Carneiro, Felipe M.G. Franca, Priscila M.V. LimaPages: 11-21

3) Hierarchical neural networks perform both serial and parallel processing
Author(s): Elena Agliari, Adriano Barra, Andrea Galluzzi, Francesco Guerra, Daniele Tantari, Flavia TavaniPages: 22-35

4) Diversifying customer review rankings
Author(s): Ralf Krestel, Nima Dokoohaki Pages: 36-45

5) Stochastic sampled-data control for synchronization of complex dynamical networks with control packet loss and additive time-varying delays  
Author(s): R. Rakkiyappan, N. Sakthivel, Jinde CaoPages: 46-63

6) Multi-frame image super resolution based on sparse coding  
Author(s): Toshiyuki Kato, Hideitsu Hino, Noboru Murata Pages: 64-78

7) A digital implementation of neuron–astrocyte interaction for neuromorphic applications 
Author(s): Soheila Nazari, Karim Faez, Mahmood Amiri, Ehsan Karami Pages: 79-90

8) Asynchronous event-based corner detection and matching  
Author(s): Xavier Clady, Sio-Hoi Ieng, Ryad BenosmanPages: 91-106

9) Phase synchronization of coupled bursting neurons and the generalized Kuramoto model  
Author(s): F.A.S. Ferrari, R.L. Viana, S.R. Lopes, R. StoopPages: 107-118

10) Global exponential periodicity and stability of discrete-time complex-valued recurrent neural networks with time-delays  
Author(s): Jin Hu, Jun WangPages: 119-130

11) A new delay-independent condition for global robust stability of neural networks with time delays
Author(s): Ruya Samli Pages: 131-137

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

Neural Networks Volume 64, Pages 1-64, April 2015

Special Issue on “Deep Learning of Representations”
Edited by Yoshua Bengio and Honglak Lee

1. Editorial introduction to the Neural Networks special issue on Deep Learning of Representations  
Pages: 1-3
Author(s): Yoshua Bengio, Honglak Lee

2. Two-layer contractive encodings for learning stable nonlinear features 
Pages: 4-11
Author(s): Hannes Schulz, Kyunghyun Cho, Tapani Raiko, Sven Behnke

3. Measuring the usefulness of hidden units in Boltzmann machines with mutual information  
Pages: 12-18
Author(s): Mathias Berglund, Tapani Raiko, Kyunghyun Cho

4. Deep learning of support vector machines with class probability output networks 
Pages: 19-28
Author(s): Sangwook Kim, Zhibin Yu, Rhee Man Kil, Minho Lee

5. Expected energy-based restricted Boltzmann machine for classification  
Pages: 29-38
Author(s): S. Elfwing, E. Uchibe, K. Doya

6. Deep Convolutional Neural Networks for Large-scale Speech Tasks  
Pages: 39-48
Author(s): Tara N. Sainath, Brian Kingsbury, George Saon, Hagen Soltau, Abdel-rahman Mohamed, George Dahl, Bhuvana Ramabhadran

7. Frame-by-frame language identification in short utterances using deep neural networks  
Pages: 49-58
Author(s): Javier Gonzalez-Dominguez, Ignacio Lopez-Moreno, Pedro J. Moreno, Joaquin Gonzalez-Rodriguez

8. Challenges in representation learning: A report on three machine learning contests  
Pages: 59-63
Author(s): Ian J. Goodfellow, Dumitru Erhan, Pierre Luc Carrier, Aaron Courville, Mehdi Mirza, Ben Hamner, Will Cukierski, Yichuan Tang, David Thaler, Dong-Hyun Lee, Yingbo Zhou, Chetan Ramaiah, Fangxiang Feng, Ruifan Li, Xiaojie Wang, Dimitris Athanasakis, John Shawe-Taylor, Maxim Milakov, John Park, Radu Ionescu, Marius Popescu, Cristian Grozea, James Bergstra, Jingjing Xie, Lukasz Romaszko, Bing Xu, Zhang Chuang, Yoshua Bengio