Neural Networks, Volume 128

Volume 128, August 2020

Mathematical and Computational Analysis

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  Jian Xiao, Zhigang Zeng, Ailong Wu, Shiping Wen:
  Fixed-time synchronization of delayed Cohen-Grossberg neural networks based on a novel sliding mode. 1-12
• 
  Siyang Leng, Kazuyuki Aihara:
  Common stochastic inputs induce neuronal transient synchronization with partial reset. 13-21
• 
  Hsiang-Han Chen, Vladimir Cherkassky:
  Performance metrics for online seizure prediction. 22-32

Learning Systems

• 
  Mohammad Mahdi Bejani, Mehdi Ghatee:
  Theory of adaptive SVD regularization for deep neural networks. 33-46

Engineering and Applications

• 
  Navarun Das, Elima Hussain, Lipi B. Mahanta:
  Automated classification of cells into multiple classes in epithelial tissue of oral squamous cell carcinoma using transfer learning and convolutional neural network. 47-60

Learning Systems

• 
  Izaskun Oregi, Javier Del Ser, Aritz Pérez, José Antonio Lozano:
  Robust image classification against adversarial attacks using elastic similarity measures between edge count sequences. 61-72
• 
  Yong Shi, Jiabin Liu, Bo Wang, Zhiquan Qi, Yingjie Tian:
  Deep learning from label proportions with labeled samples. 73-81

Engineering and Applications

• 
  Liming Xu, Xianhua Zeng, He Zhang, Weisheng Li, Jianbo Lei, Zhiwei Huang:
  BPGAN: Bidirectional CT-to-MRI prediction using multi-generative multi-adversarial nets with spectral normalization and localization. 82-96

Neural Networks Letters

• 
  Joosep Hook, Varuna De Silva, Ahmet M. Kondoz:
  Deep Multi-Critic Network for accelerating Policy Learning in multi-agent environments. 97-106

Mathematical and Computational Analysis

• 
  Judy Yangjun Lin, Shaoyan Guo, Longhan Xie, Gu Xu:
  Multi-projection of unequal dimension optimal transport theory for Generative Adversary Networks. 107-125
• 
  Jinxin Zhang, Liming Liu, Ling Zhen, Ling Jing:
  A unified robust framework for multi-view feature extraction with L2, 1-norm constraint. 126-141
• 
  Zheng Yan, Jiadong Chen, Rui Hu, Tingwen Huang, Yiran Chen, Shiping Wen:
  Training memristor-based multilayer neuromorphic networks with SGD, momentum and adaptive learning rates. 142-149
• 
  Xingnan Qi, Haibo Bao, Jinde Cao:
  Synchronization criteria for quaternion-valued coupled neural networks with impulses. 150-157
• 
  Deqiang Ouyang, Jie Shao, Haijun Jiang, Sing Kiong Nguang, Heng Tao Shen:
  Impulsive synchronization of coupled delayed neural networks with actuator saturation and its application to image encryption. 158-171

Learning Systems

• 
  Dongdong Hao, Song Ding, Linwei Qiu, Yisong Lv, Baowei Fei, Yueqi Zhu, Binjie Qin:
  Sequential vessel segmentation via deep channel attention network. 172-187
• 
  Ming Li, Zheng Ma, Yu Guang Wang, Xiaosheng Zhuang:
  Fast Haar Transforms for Graph Neural Networks. 188-198

Mathematical and Computational Analysis

• 
  Jirí Síma:
  Analog neuron hierarchy. 199-215

Learning Systems

• 
  Tae Joon Jun, Jihoon Kweon, Young-Hak Kim, Daeyoung Kim:
  T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography. 216-233

Mathematical and Computational Analysis

• 
  Allen G. Hart, James L. Hook, Jonathan H. P. Dawes:
  Embedding and approximation theorems for echo state networks. 234-247

Neural Networks Letters

• 
  Angshul Majumdar:
  Graph transform learning. 248-253
• 
  Elena Agliari, Francesco Alemanno, Adriano Barra, Alberto Fachechi:
  Generalized Guerra's interpolation schemes for dense associative neural networks. 254-267

Learning Systems

• 
  Chi-Man Vong, Jie Du:
  Accurate and efficient sequential ensemble learning for highly imbalanced multi-class data. 268-278
• 
  Jiacang Ho, Byung-Gook Lee, Dae-Ki Kang:
  Uni-image: Universal image construction for robust neural model. 279-287

Mathematical and Computational Analysis

• 
  Huamin Wang, Guoliang Wei, Shiping Wen, Tingwen Huang:
  Generalized norm for existence, uniqueness and stability of Hopfield neural networks with discrete and distributed delays. 288-293

Learning Systems

• 
  Guan'an Wang, Yang Yang, Tianzhu Zhang, Jian Cheng, Zengguang Hou, Prayag Tiwari, Hari Mohan Pandey:
  Cross-modality paired-images generation and augmentation for RGB-infrared person re-identification. 294-304
• 
  Richard C. Gerum, André Erpenbeck, Patrick Krauss, Achim Schilling:
  Sparsity through evolutionary pruning prevents neuronal networks from overfitting. 305-312

Mathematical and Computational Analysis

• 
  Jonathan W. Siegel, Jinchao Xu:
  Approximation rates for neural networks with general activation functions. 313-321
• 
  Wei Wei, Hua Dai, Wei-tai Liang:
  Regularized least squares locality preserving projections with applications to image recognition. 322-330
• 
  Ahmed Ali Hammam, Mona M. Soliman, Aboul Ella Hassanien:
  Real-time multiple spatiotemporal action localization and prediction approach using deep learning. 331-344

Learning Systems

• 
  Haytham M. Fayek, Lawrence Cavedon, Hong Ren Wu:
  Progressive learning: A deep learning framework for continual learning. 345-357