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Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness 期刊论文
NEURAL NETWORKS, 2020, 卷号: 130, 页码: 85-99
Authors:  Jin, Pengzhan;  Lu, Lu;  Tang, Yifa;  Karniadakis, George Em
Favorite  |  View/Download:0/0  |  Submit date:2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
A Semisupervised Classification Approach for Multidomain Networks With Domain Selection 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 1, 页码: 269-283
Authors:  Chen, Chuan;  Xin, Jingxue;  Wang, Yong;  Chen, Luonan;  Ng, Michael K.
Favorite  |  View/Download:38/0  |  Submit date:2019/03/05
Domain selection  multidomain classification  network integration  semisupervised learning  sparsity  
Design of Distributed Observers in the Presence of Arbitrarily Large Communication Delays 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 9, 页码: 4447-4461
Authors:  Liu, Kexin;  Lu, Jinhu;  Lin, Zongli
Favorite  |  View/Download:25/0  |  Submit date:2018/10/07
Distributed observers  low-gain feedback  multiagent systems (MASs)  time delay  
Partition-Based Solutions of Static Logical Networks With Applications 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 1252-1262
Authors:  Qiao, Yupeng;  Qi, Hongsheng;  Cheng, Daizhan
Favorite  |  View/Download:23/0  |  Submit date:2018/07/30
Difference-algebraic network  implicit function (IF) theorem  partition-based solutions  semitensor product (STP) of matrices  static logical network  
Observability of Automata Networks: Fixed and Switching Cases 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 1388-1394
Authors:  Li, Rui;  Hong, Yiguang;  Wang, Xingyuan
Favorite  |  View/Download:19/0  |  Submit date:2018/07/30
Automata networks  conjugacy  observability  recurrent neural networks  switched systems  
A Fast Algorithm of Convex Hull Vertices Selection for Online Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 792-806
Authors:  Ding, Shuguang;  Nie, Xiangli;  Qiao, Hong;  Zhang, Bo
Favorite  |  View/Download:29/0  |  Submit date:2018/07/30
Convex hull decomposition  kernel  online classification  projection  
Nonfragile Exponential Synchronization of Delayed Complex Dynamical Networks With Memory Sampled-Data Control 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 1, 页码: 118-128
Authors:  Liu, Yajuan;  Guo, Bao-Zhu;  Park, Ju H.;  Lee, Sang-Moon
Favorite  |  View/Download:32/0  |  Submit date:2018/07/25
Complex dynamical networks (CDNs)  memory sampled-data control  nonfragile synchronization  time-varying coupling delay  
Partition-Based Solutions of Static Logical Networks With Applications 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 1252
Authors:  Qiao, Yupeng;  Qi, Hongsheng;  Cheng, Daizhan
Favorite  |  View/Download:9/0  |  Submit date:2019/12/31
Observability of Automata Networks: Fixed and Switching Cases 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 1388
Authors:  Li, Rui;  Hong, Yiguang;  Wang, Xingyuan
Favorite  |  View/Download:16/0  |  Submit date:2019/12/31
Nonfragile Exponential Synchronization of Delayed Complex Dynamical Networks With Memory Sampled-Data Control 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 1, 页码: 118
Authors:  Liu, Yajuan;  Guo, Bao-Zhu;  Park, Ju H.;  Lee, Sang-Moon
Favorite  |  View/Download:12/0  |  Submit date:2019/12/31