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Neural Networks 2018: all accepted papers

219 papers · page 1 of 3 · the most cited first · ← Neural Networks 2018

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  1. A systematic study of the class imbalance problem in convolutional neural networks ↗Mateusz Buda, Atsuto Maki, Maciej A. Mazurowski3,045 citations
  2. Sigmoid-weighted linear units for neural network function approximation in reinforcement learning ↗Stefan Elfwing, Eiji Uchibe, Kenji Doya2,086 citations
  3. Deep learning in spiking neural networks ↗Amirhossein Tavanaei, Masoud Ghodrati, Saeed Reza Kheradpisheh et al.1,386 citations
  4. Convolutional neural networks for seizure prediction using intracranial and scalp electroencephalogram ↗Nhan Duy Truong, Anh Duy Nguyen, Levin Kuhlmann et al.635 citations
  5. Optimal approximation of piecewise smooth functions using deep ReLU neural networks ↗Philipp Petersen, Felix Voigtlaender432 citations
  6. A comparison of deep networks with ReLU activation function and linear spline-type methods ↗Konstantin Eckle, Johannes Schmidt-Hieber409 citations
  7. An extensive experimental survey of regression methods ↗Manuel Fernández-Delgado, Manisha Sanjay Sirsat, Eva Cernadas et al.377 citations
  8. Soft + Hardwired attention: An LSTM framework for human trajectory prediction and abnormal event detection ↗Tharindu Fernando, Simon Denman, Sridha Sridharan et al.371 citations
  9. DGCNN: A convolutional neural network over large-scale labeled graphs ↗Anh Viet Phan, Le-Minh Nguyen, Yen Lam Hoang Nguyen et al.355 citations
  10. State representation learning for control: An overview ↗Timothée Lesort, Natalia Díaz-Rodríguez, Jean-François Goudou et al.301 citations
  11. Echo state networks are universal ↗Lyudmila Grigoryeva, Juan‐Pablo Ortega274 citations
  12. Design of deep echo state networks ↗Claudio Gallicchio, Alessio Micheli, Luca Pedrelli262 citations
  13. Deep neural network for traffic sign recognition systems: An analysis of spatial transformers and stochastic optimisation methods ↗Álvaro Arcos García, Juan A. Álvarez-García, Luis Miguel Soria Morillo244 citations
  14. Inter-class sparsity based discriminative least square regression ↗Jie Wen, Yong Dong Xu, Yong Dong Xu et al.219 citations
  15. Quasi-projective synchronization of fractional-order complex-valued recurrent neural networks ↗Shuai Yang, Juan Yu, Cheng Hu et al.170 citations
  16. Spiking neural networks for handwritten digit recognition—Supervised learning and network optimization ↗Shruti Kulkarni, Bipin Rajendran161 citations
  17. Fixed-time synchronization of inertial memristor-based neural networks with discrete delay ↗Chuan Chen, Lixiang Li, Haipeng Peng et al.152 citations
  18. Low-rank representation with adaptive graph regularization ↗Jie Wen, Xiaozhao Fang, Yong Dong Xu et al.148 citations
  19. Towards correlation-based time window selection method for motor imagery BCIs ↗Jiankui Feng, Erwei Yin, Jing Jin et al.143 citations
  20. GXNOR-Net: Training deep neural networks with ternary weights and activations without full-precision memory under a unified discretization framework ↗Lei Deng, Peng Jiao, Jing Pei et al.142 citations
  21. Effective neural network training with adaptive learning rate based on training loss ↗Tomoumi Takase, Satoshi Oyama, Masahito Kurihara140 citations
  22. Finite-time synchronization of stochastic coupled neural networks subject to Markovian switching and input saturation ↗Palanisamy Selvaraj, Rathinasamy Sakthivel, Oh‐Min Kwon138 citations
  23. Global Mittag-Leffler stability and synchronization analysis of fractional-order quaternion-valued neural networks with linear threshold neurons ↗Xujun Yang, Chuandong Li, Qiankun Song et al.138 citations
  24. Biased Dropout and Crossmap Dropout: Learning towards effective Dropout regularization in convolutional neural network ↗Alvin Poernomo, Dae-Ki Kang137 citations
  25. Response prediction of nonlinear hysteretic systems by deep neural networks ↗Taeyong Kim, Oh‐Sung Kwon, Junho Song132 citations
  26. Regularization of deep neural networks with spectral dropout ↗Salman Hameed Khan, Munawar Hayat, Fatih Porikli131 citations
  27. An end to end Deep Neural Network for iris segmentation in unconstrained scenarios ↗Shabab Bazrafkan, Shejin Thavalengal, Peter Corcoran127 citations
  28. Generative adversarial network based telecom fraud detection at the receiving bank ↗Yu‐Jun Zheng, Xiaohan Zhou, Weiguo Sheng et al.124 citations
  29. Bipartite synchronization in coupled delayed neural networks under pinning control ↗Fang Liu, Qiang Song, Guanghui Wen et al.123 citations
  30. Born to learn: The inspiration, progress, and future of evolved plastic artificial neural networks ↗Andrea Soltoggio, Kenneth Owen Stanley, Sebastian Risi121 citations
  31. A novel type of activation function in artificial neural networks: Trained activation function ↗Ömer Faruk Ertuğrul118 citations
  32. Land cover classification from multi-temporal, multi-spectral remotely sensed imagery using patch-based recurrent neural networks ↗Atharva Sharma, Xiuwen Liu, Xiaojun Yang118 citations
  33. Unified synchronization criteria in an array of coupled neural networks with hybrid impulses ↗Nan Wang, Xuechen Li, Jianquan Lu et al.116 citations
  34. Beyond Low-Rank Representations: Orthogonal clustering basis reconstruction with optimized graph structure for multi-view spectral clustering ↗Yang Wang, Lin Yuanbo Wu115 citations
  35. A fully convolutional two-stream fusion network for interactive image segmentation ↗Yang Hu, Andrea Soltoggio, Russell Lock et al.112 citations
  36. General memristor with applications in multilayer neural networks ↗Shiping Wen, Xudong Xie, Zheng Yan et al.109 citations
  37. Passivity analysis of delayed reaction–diffusion memristor-based neural networks ↗Yanyi Cao, Yuting Cao, Shiping Wen et al.105 citations
  38. Boundedness and global robust stability analysis of delayed complex-valued neural networks with interval parameter uncertainties ↗Qiankun Song, Qinqin Yu, Zhenjiang Zhao et al.104 citations
  39. Design, verification and robotic application of a novel recurrent neural network for computing dynamic Sylvester equation ↗Lin Xiao, Zhijun Zhang, Zili Zhang et al.104 citations
  40. Adaptive Bayesian inference system for recognition of walking activities and prediction of gait events using wearable sensors ↗Uriel Martínez-Hernández, Abbas Ali Dehghani-Sanij97 citations
  41. Event-triggered impulsive control on quasi-synchronization of memristive neural networks with time-varying delays ↗Yufeng Zhou, Zhigang Zeng95 citations
  42. An adaptive deep Q-learning strategy for handwritten digit recognition ↗Junfei Qiao, Gongming Wang, Wenjing Li et al.93 citations
  43. Survey and experimental study on metric learning methods ↗Dalian Liu, Yingjie Tian88 citations
  44. Multiple Mittag-Leffler stability of fractional-order competitive neural networks with Gaussian activation functions ↗Pingping Liu, Xiaobing Nie, Jinling Liang et al.87 citations
  45. Connectivity inference from neural recording data: Challenges, mathematical bases and research directions ↗I. Magrans, Junichiro Yoshimoto, Kenji Doya86 citations
  46. Global stabilization analysis of inertial memristive recurrent neural networks with discrete and distributed delays ↗Leimin Wang, Zhigang Zeng, Ming‐Feng Ge et al.85 citations
  47. Unsupervised heart-rate estimation in wearables with Liquid states and a probabilistic readout ↗Anup Kumar Das, Paruthi Pradhapan, Willemijn Groenendaal et al.85 citations
  48. Stability analysis for discrete-time stochastic memristive neural networks with both leakage and probabilistic delays ↗Hongjian Liu, Zidong Wang, Bo Shen et al.84 citations
  49. Adaptive neural output-feedback control for nonstrict-feedback time-delay fractional-order systems with output constraints and actuator nonlinearities ↗Farouk Zouari, Asier Ibeas, Abdesselem Boulkroune et al.83 citations
  50. A neurodynamic approach to nonlinear optimization problems with affine equality and convex inequality constraints ↗Na Liu, Sitian Qin79 citations
  51. Class-specific extreme learning machine for handling binary class imbalance problem ↗Bhagat Singh Raghuwanshi, Sanyam Shukla79 citations
  52. Extracting cardiac dynamics within ECG signal for human identification and cardiovascular diseases classification ↗Muqing Deng, Cong Wang, Min Tang et al.78 citations
  53. Evolving Spiking Neural Networks for online learning over drifting data streams ↗Jesús L. Lobo, Ibai Laña, Javier Del Ser et al.77 citations
  54. Sign backpropagation: An on-chip learning algorithm for analog RRAM neuromorphic computing systems ↗Qingtian Zhang, Huaqiang Wu, Peng Yao et al.76 citations
  55. Reachable set estimation for Markovian jump neural networks with time-varying delay ↗Wenjuan Lin, Yong Min He, Min Wu et al.75 citations
  56. Synchronization in uncertain fractional-order memristive complex-valued neural networks with multiple time delays ↗Wei Wei Zhang, Hai Zhang, Jinde Cao et al.75 citations
  57. Global exponential synchronization of inertial memristive neural networks with time-varying delay via nonlinear controller ↗Shuqing Gong, Shaofu Yang, Zhenyuan Guo et al.73 citations
  58. A nonnegative matrix factorization algorithm based on a discrete-time projection neural network ↗Hangjun Che, Jun Wang72 citations
  59. H∞ state estimation of stochastic memristor-based neural networks with time-varying delays ↗Haibo Bao, Jinde Cao, Jürgen Kurths et al.70 citations
  60. Event-triggered H∞ state estimation for semi-Markov jumping discrete-time neural networks with quantization ↗Rajan Rakkiyappan, K. Sai Uma Maheswari, Gandhi Velmurugan et al.69 citations
  61. Robust generalized Mittag-Leffler synchronization of fractional order neural networks with discontinuous activation and impulses ↗Pratap Anbalagan, Ramachandran Raja, C. Sowmiya et al.69 citations
  62. Synchronization criteria for inertial memristor-based neural networks with linear coupling ↗Ning Li, Wei Xing Zheng69 citations
  63. Synchronization of hybrid coupled reaction–diffusion neural networks with time delays via generalized intermittent control with spacial sampled-data ↗Binglong Lu, Haijun Jiang, Cheng Hu et al.69 citations
  64. The Vapnik–Chervonenkis dimension of graph and recursive neural networks ↗Franco Scarselli, Ah Chung Tsoi, Markus Hagenbuchner68 citations
  65. O ( t − α ) -synchronization and Mittag-Leffler synchronization for the fractional-order memristive neural networks with delays and discontinuous neuron activations ↗Jiejie Chen, Boshan Chen, Zhigang Zeng66 citations
  66. Shaping the collision selectivity in a looming sensitive neuron model with parallel ON and OFF pathways and spike frequency adaptation ↗Qinbing Fu, Cheng Hu, Jigen Peng et al.66 citations
  67. Intrinsically motivated reinforcement learning for human–robot interaction in the real-world ↗Ahmed H. Qureshi, Yutaka Nakamura, Yuichiro Yoshikawa et al.65 citations
  68. Global exponential synchronization of multiple coupled inertial memristive neural networks with time-varying delay via nonlinear coupling ↗Zhenyuan Guo, Shuqing Gong, Shaofu Yang et al.64 citations
  69. Passivity and stability analysis of neural networks with time-varying delays via extended free-weighting matrices integral inequality ↗Myeongjin Park, Oh‐Min Kwon, Ji-Hyoung Ryu64 citations
  70. Banzhaf random forests: Cooperative game theory based random forests with consistency ↗Jianyuan Sun, Guoqiang Zhong, Kaizhu Huang et al.63 citations
  71. Neural network for nonsmooth pseudoconvex optimization with general convex constraints ↗Wei Bian, Litao Ma, Sitian Qin et al.61 citations
  72. Salient object detection based on multi-scale contrast ↗Hai Wang, Lei Dai, Yingfeng Cai et al.61 citations
  73. Distributed zero-sum differential game for multi-agent systems in strict-feedback form with input saturation and output constraint ↗Jingliang Sun, Chunsheng Liu60 citations
  74. Global exponential stability of octonion-valued neural networks with leakage delay and mixed delays ↗Călin-Adrian Popa60 citations
  75. Lp- and Ls-Norm Distance Based Robust Linear Discriminant Analysis ↗Qiaolin Ye, Liyong Fu, Zhao Zhang et al.59 citations
  76. Particle swarm optimization for network-based data classification ↗Murillo Guimarães Carneiro, Ran Cheng, Liang Zhao et al.58 citations
  77. Denoising Autoencoder Self-Organizing Map (DASOM) ↗Christos Ferles, Yannis Papanikolaou, Kevin J. Naidoo56 citations
  78. Electrical resistivity imaging inversion: An ISFLA trained kernel principal component wavelet neural network approach ↗Feibo Jiang, Li Dong, Qianwei Dai56 citations
  79. Ensemble Neural Networks (ENN): A gradient-free stochastic method ↗Yuntian Chen, Haibin Chang, Meng Jin et al.56 citations
  80. Coupled convolution layer for convolutional neural network ↗Kazutaka Uchida, Masayuki Tanaka, Masatoshi Okutomi54 citations
  81. Cost-sensitive multi-label learning with positive and negative label pairwise correlations ↗Guoqiang Wu, Yingjie Tian, Dalian Liu53 citations
  82. Graph structured autoencoder ↗Angshul Majumdar53 citations
  83. Stochastic exponential synchronization of memristive neural networks with time-varying delays via quantized control ↗Wanli Zhang, Shiju Yang, Chuandong Li et al.53 citations
  84. A new mechanical approach to handle generalized Hopfield neural networks ↗Adriano Barra A, Matteo Beccaria A, Alberto Fachechi51 citations
  85. Accelerating deep learning with memcomputing ↗Haik Manukian, Fabio L. Traversa, Massimiliano Di Ventra51 citations
  86. Impulsive synchronization of stochastic reaction–diffusion neural networks with mixed time delays ↗Yin Sheng, Zhigang Zeng50 citations
  87. Multi-view clustering on unmapped data via constrained non-negative matrix factorization ↗Linlin Zong, Xianchao Zhang, Xinyue Liu50 citations
  88. Leaderless synchronization of coupled neural networks with the event-triggered mechanism ↗Siqi Lv, Wangli He, Feng Qian et al.49 citations
  89. Adaptive detrending to accelerate convolutional gated recurrent unit training for contextual video recognition ↗Minju Jung, Haanvid Lee, Jun Tani48 citations
  90. Neural robust stabilization via event-triggering mechanism and adaptive learning technique ↗Ding Wang, Derong Liu48 citations
  91. Learning a discriminant graph-based embedding with feature selection for image categorization ↗Ruifeng Zhu, Fadi Dornaika, Yassine Ruichek47 citations
  92. Delayed state-feedback control for stabilization of neural networks with leakage delay ↗Haitao Zhu, Rajan Rakkiyappan, Xiaodi Li46 citations
  93. Personalized response generation by Dual-learning based domain adaptation ↗Min Yang, Wenting Tu, Qiang Qu et al.46 citations
  94. A novel training method to preserve generalization of RBPNN classifiers applied to ECG signals diagnosis ↗Francesco Beritelli, Giacomo Capizzi, Grazia Lo Sciuto et al.44 citations
  95. Anti-synchronization of complex-valued memristor-based delayed neural networks ↗Dan Liu, Song Zhu, Kaili Sun44 citations
  96. Distant supervision for relation extraction with hierarchical selective attention ↗Peng Zhou, Jiaming Xu, Zhenyu Qi et al.44 citations
  97. New conditions for global stability of neutral-type delayed Cohen–Grossberg neural networks ↗Neyir Ozcan44 citations
  98. Neighborhood preserving neural network for fault detection ↗Haitao Zhao, Zhihui Lai43 citations
  99. Distant supervision for neural relation extraction integrated with word attention and property features ↗Jianfeng Qu, Dantong Ouyang, Wen Hua et al.42 citations
  100. Improved multi-view privileged support vector machine ↗Jingjing Tang, Yingjie Tian, Xiaohui Liu et al.42 citations

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