Neural Networks, Volume 105

Volume 105, September 2018

Mathematical and Computational Analysis

• 
  Dan Liu, Song Zhu, Kaili Sun:
  Anti-synchronization of complex-valued memristor-based delayed neural networks. 1-13
• 
  Keisuke Yamazaki:
  Bayesian estimation of multidimensional latent variables and its asymptotic accuracy. 14-25
• 
  Yi Yang, Xiaofeng Liao, Tao Dong:
  Period-adding bifurcation and chaos in a hybrid Hindmarsh-Rose model. 26-35
• 
  Bo Sun, Siming Cao, Jun He, Lejun Yu:
  Affect recognition from facial movements and body gestures by hierarchical deep spatio-temporal features and fusion strategy. 36-51

Engineering and Applications

• 
  Zhen Liang, Yasuyuki Hamada, Shigeyuki Oba, Shin Ishii:
  Characterization of electroencephalography signals for estimating saliency features in videos. 52-64

Mathematical and Computational Analysis

• 
  Leimin Wang, Zhigang Zeng, Ming-Feng Ge, Junhao Hu:
  Global stabilization analysis of inertial memristive recurrent neural networks with discrete and distributed delays. 65-74
• 
  Binglong Lu, Haijun Jiang, Cheng Hu, Abdujelil Abdurahman:
  Synchronization of hybrid coupled reaction-diffusion neural networks with time delays via generalized intermittent control with spacial sampled-data. 75-87
• 
  Xujun Yang, Chuandong Li, Qiankun Song, Jiyang Chen, Junjian Huang:
  Global Mittag-Leffler stability and synchronization analysis of fractional-order quaternion-valued neural networks with linear threshold neurons. 88-103

Learning Systems

• 
  Nhan Duy Truong, Anh Duy Nguyen, Levin Kuhlmann, Mohammad Reza Bonyadi, Jiawei Yang, Samuel J. Ippolito, Omid Kavehei:
  Convolutional neural networks for seizure prediction using intracranial and scalp electroencephalogram. 104-111
• 
  Christos Ferles, Yannis Papanikolaou, Kevin J. Naidoo:
  Denoising Autoencoder Self-Organizing Map (DASOM). 112-131
• 
  Han Bao, Tomoya Sakai, Issei Sato, Masashi Sugiyama:
  Convex formulation of multiple instance learning from positive and unlabeled bags. 132-141
• 
  Xiong Yang, Haibo He:
  Adaptive critic designs for optimal control of uncertain nonlinear systems with unmatched interconnections. 142-153

Mathematical and Computational Analysis

• 
  Palanisamy Selvaraj, Rathinasamy Sakthivel, O. M. Kwon:
  Finite-time synchronization of stochastic coupled neural networks subject to Markovian switching and input saturation. 154-165

Learning Systems

• 
  Ayu Saraswati, Van Tuc Nguyen, Markus Hagenbuchner, Ah Chung Tsoi:
  High-resolution Self-Organizing Maps for advanced visualization and dimension reduction. 166-184

Engineering and Applications

• 
  Lin Xiao, Zhijun Zhang, Zili Zhang, Weibing Li, Shuai Li:
  Design, verification and robotic application of a novel recurrent neural network for computing dynamic Sylvester equation. 185-196

Learning Systems

• 
  Kazutaka Uchida, Masayuki Tanaka, Masatoshi Okutomi:
  Coupled convolution layer for convolutional neural network. 197-205
• 
  Bhagat Singh Raghuwanshi, Sanyam Shukla:
  Class-specific extreme learning machine for handling binary class imbalance problem. 206-217
• 
  Qingqun Kong, Jiuqi Han, Yi Zeng, Bo Xu:
  Efficient coding matters in the organization of the early visual system. 218-226

Neuroscience

• 
  Chao Li, Junhai Xu, Baolin Liu:
  Decoding natural images from evoked brain activities using encoding models with invertible mapping. 227-235

Mathematical and Computational Analysis

• 
  R. Rakkiyappan, K. Maheswari, G. Velmurugan, Ju H. Park:
  Event-triggered H∞ state estimation for semi-Markov jumping discrete-time neural networks with quantization. 236-248
• 
  Haitao Zhu, R. Rakkiyappan, Xiaodi Li:
  Delayed state-feedback control for stabilization of neural networks with leakage delay. 249-255

Engineering and Applications

• 
  Farouk Zouari, Asier Ibeas, Abdesselem Boulkroune, Jinde Cao, Mohammad Mehdi Arefi:
  Adaptive neural output-feedback control for nonstrict-feedback time-delay fractional-order systems with output constraints and actuator nonlinearities. 256-276

Mathematical and Computational Analysis

• 
  Calin-Adrian Popa:
  Global exponential stability of octonion-valued neural networks with leakage delay and mixed delays. 277-293

Learning Systems

• 
  Amirhossein Tavanaei, Timothée Masquelier, Anthony S. Maida:
  Representation learning using event-based STDP. 294-303
• 
  Saeed Montazeri Moghadam, Seyyed Ali Seyyedsalehi:
  Nonlinear analysis and synthesis of video images using deep dynamic bottleneck neural networks for face recognition. 304-315

Mathematical and Computational Analysis

• 
  Siqi Lv, Wangli He, Feng Qian, Jinde Cao:
  Leaderless synchronization of coupled neural networks with the event-triggered mechanism. 316-327

Learning Systems

• 
  Dat Thanh Tran, Alexandros Iosifidis, Moncef Gabbouj:
  Improving efficiency in convolutional neural networks with multilinear filters. 328-339
• 
  Zhenhua Song, Yan Liu, Rong Song, Zhenguang Chen, Jianyong Yang, Chao Zhang, Qing Jiang:
  A sparsity-based stochastic pooling mechanism for deep convolutional neural networks. 340-345

Letter to the Editor

• 
  Atharva Sharma, Xiuwen Liu, Xiaojun Yang:
  Land cover classification from multi-temporal, multi-spectral remotely sensed imagery using patch-based recurrent neural networks. 346-355

Learning Systems

• 
  Minju Jung, Haanvid Lee, Jun Tani:
  Adaptive detrending to accelerate convolutional gated recurrent unit training for contextual video recognition. 356-370
• 
  Alban Laflaquière, J. Kevin O'Regan, Bruno Gas, Alexander V. Terekhov:
  Discovering space - Grounding spatial topology and metric regularity in a naive agent's sensorimotor experience. 371-392
• 
  Qiaolin Ye, Liyong Fu, Zhao Zhang, Henghao Zhao, Meem Abdullah Naiem:
  Lp- and Ls-Norm Distance Based Robust Linear Discriminant Analysis. 393-404

Mathematical and Computational Analysis

• 
  Altynbek Isabekov, Engin Erzin:
  On the importance of hidden bias and hidden entropy in representational efficiency of the Gaussian-Bipolar Restricted Boltzmann Machines. 405-418
• 
  Senjian An, Farid Boussaïd, Mohammed Bennamoun, Ferdous Sohel:
  Exploiting layerwise convexity of rectifier networks with sign constrained weights. 419-430

Learning Systems

• 
  Long Tang, Yingjie Tian, Chunyan Yang:
  Nonparallel support vector regression model and its SMO-type solver. 431-446
• 
  Dewei Li, Yingjie Tian:
  Survey and experimental study on metric learning methods. 447-462