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

Neural Networks, Volume 63, Pages 1-292, March 2015

Cognitive Science

A neural network for learning the meaning of objects and words from a featural representation  
Pages: 234-253
Author(s): Mauro Ursino, Cristiano Cuppini, Elisa Magosso

Neuroscience

Circuit design and exponential stabilization of memristive neural networks  
Pages: 48-56
Author(s): Wen, Tingwen Huang, Zhigang Zeng, Yiran Chen, Peng Li

Learning Systems

Performance improvement of classifier fusion for batch samples based on upper integral  
Pages: 87-93
Author(s): Hui-Min Feng, Xi-Zhao Wang

Convex nonnegative matrix factorization with manifold regularization  
Pages: 94-103
Author(s): Wenjun Hu, Kup-Sze Choi, Peiliang Wang, Yunliang Jiang, Shitong Wang

Towards an intelligent framework for multimodal affective data analysis  
Pages: 104-116
Author(s): Soujanya Poria, Erik Cambria, Amir Hussain, Guang-Bin Huang

Approximate kernel competitive learning  
Pages: 117-132
Author(s): Jian-Sheng Wu, Wei-Shi Zheng, Jian-Huang Lai

A vector reconstruction based clustering algorithm particularly for large-scale text collection  
Pages: 141-155
Author(s): Ming Liu, Chong Wu, Lei Chen

Active learning for semi-supervised clustering based on locally linear propagation reconstruction  
Pages: 170-184
Author(s): Chin-Chun Chang, Po-Yi Lin

Adaptive learning rate of SpikeProp based on weight convergence analysis  
Pages: 185-198
Author(s): Sumit Bam Shrestha, Qing Song

Fully probabilistic control for stochastic nonlinear control systems with input dependent noise  
Pages: 199-207
Author(s): Randa Herzallah

Self-organizing maps based on limit cycle attractors  
Pages: 208-222
Author(s): Di-Wei Huang, Rodolphe J. Gentili, James A. Reggia

Mathematical and Computational Analysis

Projective synchronization of fractional-order memristor-based neural networks  
Pages: 1-9
Author(s): Hai-Bo Bao, Jin-De Cao

Estimates on compressed neural networks regression  
Pages: 10-17
Author(s): Yongquan Zhang, Youmei Li, Jianyong Sun, Jiabing Ji

Global exponential stability of delayed Markovian jump fuzzy cellular neural networks with generally incomplete transition probability  
Pages: 18-30
Author(s): Yonggui Kao, Lei Shi, Jing Xie, Hamid Reza Karimi

Jackson-type inequalities for spherical neural networks with doubling weights  
Pages: 57-65
Author(s): Shaobo Lin, Jinshan Zeng, Lin Xu, Zongben Xu

RBF-network based sparse signal recovery algorithm for compressed sensing reconstruction  
Pages: 66-78
Author(s): Vidya L., Vivekanand V., Shyamkumar U., Deepak Mishra

Finite-time synchronization control of a class of memristor-based recurrent neural networks  
Pages: 133-140
Author(s): Minghui Jiang, Shuangtao Wang, Jun Mei, Yanjun Shen

Dynamics of neural networks over undirected graphs  
Pages: 156-169
Author(s): Eric Goles, Gonzalo A. Ruz

Convergence and attractivity of memristor-based cellular neural networks with time delays  
Pages: 223-233
Author(s): Sitian Qin, Jun Wang, Xiaoping Xue

Massively parallel neural circuits for stereoscopic color vision: Encoding, decoding and identification  
Pages: 254-271
Author(s): Aurel A. Lazar, Yevgeniy B. Slutskiy, Yiyin Zhou

Neural network for constrained nonsmooth optimization using Tikhonov regularization  
Pages: 272-281
Author(s): Sitian Qin, Dejun Fan, Guangxi Wu, Lijun Zhao

Engineering and Applications

Robust sequential learning of feedforward neural networks in the presence of heavy-tailed noise  
Pages: 31-47
Author(s): Najdan Vuković, Zoran Miljković

Fast Clustered Radial Basis Function Network as an adaptive predictive controller  
Pages: 79-86
Author(s): Dino Kosic

Designing a deep brain stimulator to suppress pathological neuronal synchrony  
Pages: 282-292
Author(s): Ghazal Montaseri, Mohammad Javad Yazdanpanah, Fariba Bahrami

Neural Networks, Volume 62, Pages 1-118, February 2015

Communication and Brain  
Author(s): Yutaka Sakaguchi, Takeshi Aihara, Peter Ford Dominey, Ichiro Tsuda
Pages: 1-2

Mathematical Theory and Model

Mathematical modeling for evolution of heterogeneous modules in the brain  
Author(s): Yutaka Yamaguti, Ichiro Tsuda
Pages: 3-10

Self-organization of a recurrent network under ongoing synaptic plasticity  
Author(s): Takaaki Aoki
Pages: 11-19

Hodge–Kodaira decomposition of evolving neural networks  
Author(s): Keiji Miura, Takaaki Aoki
Pages: 20-24

Memories as bifurcations: Realization by collective dynamics of spiking neurons under stochastic inputs
Author(s): Tomoki Kurikawa, Kunihiko Kaneko
Pages: 25-31

Multistate network model for the pathfinding problem with a self-recovery property
Author(s): Kei-Ichi Ueda, Masaaki Yadome, Yasumasa Nishiura
Pages: 32-38

Neural coordination can be enhanced by occasional interruption of normal firing patterns: A self-optimizing spiking neural network model  
Author(s): Alexander Woodward, Tom Froese, Takashi Ikegami
Pages: 39-46

Physiology, Neuroscience and Model

Phase shifts in alpha-frequency rhythm detected in electroencephalograms influence reaction time  
Author(s): Yasushi Naruse, Ken Takiyama, Masato Okada, Hiroaki Umehara, Yutaka Sakaguchi
Pages: 47-51

Spatial consistency of neural firing regulates long-range local field potential synchronization: A computational study  
Author(s): Naoyuki Sato
Pages: 52-61

Arm-use dependent lateralization of gamma and beta oscillations in primate medial motor areas  
Author(s): Ryosuke Hosaka, Toshi Nakajima, Kazuyuki Aihara, Yoko Yamaguchi, Hajime Mushiake
Pages: 62-66

Spatiotemporal patterns of current source density in the prefrontal cortex of a behaving monkey  
Author(s): Kazuhiro Sakamoto, Norihiko Kawaguchi, Kohei Yagi, Hajime Mushiake
Pages: 67-72

Computational model of visual hallucination in dementia with Lewy bodies  
Author(s): Hiromichi Tsukada, Hiroshi Fujii, Kazuyuki Aihara, Ichiro Tsuda
Pages: 73-82

Behavioral and System model

Immediate return preference emerged from a synaptic learning rule for return maximization  
Author(s): Yoshiya Yamaguchi, Takeshi Aihara, Yutaka Sakai
Pages: 83-90

A wavelet-based method for extracting intermittent discontinuities observed in human motor behavior  
Author(s): Yasuyuki Inoue, Yutaka Sakaguchi
Pages: 91-101

Exploiting the gain-modulation mechanism in parieto-motor neurons: Application to visuomotor transformations and embodied simulation  
Author(s): Sylvain Mahé, Raphaël Braud, Philippe Gaussier, Mathias Quoy, Alexandre Pitti
Pages: 102-111

Communication, concepts and grounding  
Author(s): Frank van der Velde
Pages: 112-117