Neural Networks, Volume 110

Volume 110, February 2019

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  Haik Manukian, Fabio L. Traversa, Massimiliano Di Ventra:
  Accelerating deep learning with memcomputing. 1-7

Mathematical and Computational Analysis

• 
  Guosheng Yi, Xile Wei, Jiang Wang, Bin Deng, Yanqiu Che:
  Modulations of dendritic Ca2+ spike with weak electric fields in layer 5 pyramidal cells. 8-18

Learning Systems

• 
  Simone Scardapane, Steven Van Vaerenbergh, Simone Totaro, Aurelio Uncini:
  Kafnets: Kernel-based non-parametric activation functions for neural networks. 19-32

Cognitive Science

• 
  Nobuhiko Wagatsuma:
  Saliency model based on a neural population for integrating figure direction and organizing Border Ownership. 33-46

Learning Systems

• 
  Jing Shi, Jiaming Xu, Yiqun Yao, Bo Xu:
  Concept learning through deep reinforcement learning with memory-augmented neural networks. 47-54

Mathematical and Computational Analysis

• 
  Yufeng Zhou, Zhigang Zeng:
  Event-triggered impulsive control on quasi-synchronization of memristive neural networks with time-varying delays. 55-65

Neuroscience

• 
  Alejandro Lerer, Hans Supèr, Matthias S. Keil:
  Luminance gradients and non-gradients as a cue for distinguishing reflectance and illumination in achromatic images: A computational approach. 66-81

Learning Systems

• 
  Salman H. Khan, Munawar Hayat, Fatih Porikli:
  Regularization of deep neural networks with spectral dropout. 82-90

Neuroscience

• 
  Shengdun Wu, Yangsong Zhang, Yan Cui, Heng Li, Jiakang Wang, Lijun Guo, Yang Xia, Dezhong Yao, Peng Xu, Daqing Guo:
  Heterogeneity of synaptic input connectivity regulates spike-based neuronal avalanches. 91-103

Engineering and Applications

• 
  Zhisheng Zhong, Fangyin Wei, Zhouchen Lin, Chao Zhang:
  ADA-Tucker: Compressing deep neural networks via adaptive dimension adjustment tucker decomposition. 104-115

Learning Systems

• 
  Zejia Zheng, Xiang Wu, Juyang Weng:
  Emergent neural turing machine and its visual navigation. 116-130

Mathematical and Computational Analysis

• 
  Muhammet Uzuntarla, Joaquín J. Torres, Ali Calim, Ernest Barreto:
  Synchronization-induced spike termination in networks of bistable neurons. 131-140

Learning Systems

• 
  Baile Xu, Furao Shen, Jinxi Zhao:
  A density-based competitive data stream clustering network with self-adaptive distance metric. 141-158

Neuroscience

• 
  Dong Wen, Peilei Jia, Sheng-Hsiou Hsu, Yanhong Zhou, Xifa Lan, Dong Cui, Guolin Li, Shimin Yin, Lei Wang:
  Estimating coupling strength between multivariate neural series with multivariate permutation conditional mutual information. 159-169

Learning Systems

• 
  Yuntian Chen, Haibin Chang, Jin Meng, Dongxiao Zhang:
  Ensemble Neural Networks (ENN): A gradient-free stochastic method. 170-185

Mathematical and Computational Analysis

• 
  Weiwei Zhang, Hai Zhang, Jinde Cao, Fuad E. Alsaadi, Dingyuan Chen:
  Synchronization in uncertain fractional-order memristive complex-valued neural networks with multiple time delays. 186-198

Learning Systems

• 
  Connie Khor Li Kou, Hwee Kuan Lee, Teck Khim Ng:
  A compact network learning model for distribution regression. 199-212

Neuroscience

• 
  Yuki Moritani, Naomichi Ogihara:
  A hypothetical neural network model for generation of human precision grip. 213-224

Learning Systems

• 
  Huizhen Zhao, Fuxian Liu, Han Zhang, Zhibing Liang:
  Research on a learning rate with energy index in deep learning. 225-231

Mathematical and Computational Analysis

• 
  Konstantin Eckle, Johannes Schmidt-Hieber:
  A comparison of deep networks with ReLU activation function and linear spline-type methods. 232-242

Learning Systems

• 
  Murillo G. Carneiro, Ran Cheng, Liang Zhao, Yaochu Jin:
  Particle swarm optimization for network-based data classification. 243-255