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

Neural Networks Voume 61, Pages 1-118, January 2015

1. Neural Networks Referees in 2014
Pages: xi-xiii

2. Exciting Time for Neural Networks  
Pages: xv-xvi
Author(s): Kenji Doya, DeLiang Wang

NEURAL NETWORKS LETTERS

3. Dynamic analysis of periodic solution for high-order discrete-time Cohen–Grossberg neural networks with time delays  
Pages: 68-74
Author(s): Kaiyun Sun, Ancai Zhang, Jianlong Qiu, Xiangyong Chen, Chengdong Yang, Xiao Chen

REVIEWS

4. Trends in extreme learning machines: A review
Pages: 32-48
Author(s): Gao Huang, Guang-Bin Huang, Shiji Song, Keyou You

5. Deep learning in neural networks: An overview
Pages: 85-117
Author(s): Jürgen Schmidhuber

LEARNING SYSTEMS

6. An efficient sampling algorithm with adaptations for Bayesian variable selection
Pages: 22-31
Author(s): Takamitsu Araki, Kazushi Ikeda, Shotaro Akaho

7. A complex-valued neural dynamical optimization approach and its stability analysis
Pages: 59-67
Author(s): Songchuan Zhang, Youshen Xia, Weixing Zheng

8. Max–min distance nonnegative matrix factorization  
Pages: 75-84
Author(s): Jim Jing-Yan Wang, Xin Gao

MATHEMATICAL AND COMPUTATIONAL ANALYSIS

9. New synchronization criteria for memristor-based networks: Adaptive control and feedback control schemes
Pages: 1-9
Author(s): Ning Li, Jinde Cao

10. A one-layer recurrent neural network for constrained nonconvex optimization
Pages: 10-21
Author(s): Guocheng Li, Zheng Yan, Jun Wang

11. Passivity analysis for memristor-based recurrent neural networks with discrete and distributed delays
Pages: 49-58
Author(s): Guodong Zhang, Yi Shen, Quan Yin, Junwei Sun

Neural Networks Volume 60, Pages: 1-246, December 2014

Cognitive Science

1. How active perception and attractor dynamics shape perceptual categorization: A computational model  
Author(s): Nicola Catenacci Volpi, Jean Charles Quinton, Giovanni Pezzulo
Pages: 1-16

2. Connectionist interpretation of the association between cognitive dissonance and attention switching  
Author(s): Takao Matsumoto
Pages: 119-132

3. Neurocomputational approaches to modelling multisensory integration in the brain: A review  
Author(s): Mauro Ursino, Cristiano Cuppini, Elisa Magosso
Pages: 141-165

4. Person-by-person prediction of intuitive economic choice  
Author(s): George Mengov
Pages: 232-245


Neuroscience

5. Global exponential almost periodicity of a delayed memristor-based neural networks  
Author(s): Jiejie Chen, Zhigang Zeng, Ping Jiang
Pages: 33-43

6. Global robust asymptotic stability of variable-time impulsive BAM neural networks  
Author(s): Mustafa Şaylı, Enes Yılmaz
Pages: 67-73

7. Noise cancellation of memristive neural networks  
Author(s): Shiping Wen, Zhigang Zeng, Tingwen Huang, Xinghuo Yu
Pages: 74-83

8. Stability and bifurcation analysis of new coupled repressilators in genetic regulatory networks with delays  
Author(s): Guang Ling, Zhi-Hong Guan, Ding-Xin He, Rui-Quan Liao, Xian-He Zhang
Pages: 222-231


Learning Systems

9. Simple randomized algorithms for online learning with kernels  
Author(s): Wenwu He, James T. Kwok
Pages: 17-24

10. New approximation method for smooth error backpropagation in a quantron network  
Author(s): Simon de Montigny
Pages: 84-95

11. Unsupervised learnable neuron model with nonlinear interaction on dendrites  
Pages: 96-103
Author(s): Yuki Todo, Hiroki Tamura, Kazuya Yamashita, Zheng Tang

12. A convolutional recursive modified Self Organizing Map for handwritten digits recognition  
Author(s): Ehsan Mohebi, Adil Bagirov
Pages: 104-118

13. Logarithmic learning for generalized classifier neural network  
Author(s): Buse Melis Ozyildirim, Mutlu Avci
Pages: 133-140

14. Design of hybrid radial basis function neural networks (HRBFNNs) realized with the aid of hybridization of fuzzy clustering method (FCM) and polynomial neural networks (PNNs)  
Author(s): Wei Huang, Sung-Kwun Oh, Witold Pedrycz
Pages: 166-181

15. On extending the complex FastICA algorithms to noisy data  
Author(s): Zongli Ruan, Liping Li, Guobing Qian
Pages: 194-202

16. Online computing of non-stationary distributions velocity fields by an accuracy controlled growing neural gas  
Author(s): Hervé Frezza-Buet
Pages: 203-221


Mathematical and Computational Analysis

17. Impulsive exponential synchronization of randomly coupled neural networks with Markovian jumping and mixed model-dependent time delays  
Author(s): Xin Wang, Chuandong Li, Tingwen Huang, Ling Chen
Pages: 25-32

18. Continuous neural identifier for uncertain nonlinear systems with time delays in the input signal  
Author(s): M. Alfaro-Ponce, A. Argüelles, I. Chairez
Pages: 53-66


Engineering and Applications

19. Dynamic neural network-based robust observers for uncertain nonlinear systems  
Author(s): H.T. Dinh, R. Kamalapurkar, S. Bhasin, W.E. Dixon
Pages: 44-52

20. A computer vision system for rapid search inspired by surface-based attention mechanisms from human perception  
Author(s): Johannes Mohr, Jong-Han Park, Klaus Obermayer
Pages: 182-193