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Approximation capabilities of measure-preserving neural networks 期刊论文
NEURAL NETWORKS, 2022, 卷号: 147, 页码: 72-80
作者:  Zhu, Aiqing;  Jin, Pengzhan;  Tang, Yifa
收藏  |  浏览/下载：113/0  |  提交时间：2022/06/21
Measure-preserving  Neural networks  Dynamical systems  Approximation theory  
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems 期刊论文
NEURAL NETWORKS, 2020, 卷号: 132, 页码: 166-179
作者:  Jin, Pengzhan;  Zhang, Zhen;  Zhu, Aiqing;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载：143/0  |  提交时间：2021/04/26
Deep learning  Physics-informed  Dynamical systems  Hamiltonian systems  Symplectic maps  Symplectic integrators  
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
作者:  Jin, Pengzhan;  Lu, Lu;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载：118/0  |  提交时间：2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
Speed-accuracy trade-off in planned arm movements with delayed feedback 期刊论文
NEURAL NETWORKS, 2006, 卷号: 19, 期号: 5, 页码: 582-599
作者:  Beamish, D.;  MacKenzie, I. Scott;  Wu, Jianhong
收藏  |  浏览/下载：95/0  |  提交时间：2018/07/30
Fitts' law  sensory-motor control  information theory  delay differential equations  hand-eye coordination  arm movement  neurodynamics  
Bounds on the number of hidden neurons in three-layer binary neural networks (vol 16, pg 995, 2003) 期刊论文
NEURAL NETWORKS, 2004, 卷号: 17, 期号: 3, 页码: 465-465
作者:  Zhang, ZZ;  Ma, XM;  Yang, YX
收藏  |  浏览/下载：98/0  |  提交时间：2018/07/30
Bounds on the number of hidden neurons in three-layer binary neural networks 期刊论文
NEURAL NETWORKS, 2003, 卷号: 16, 期号: 7, 页码: 995-1002
作者:  Zhang, ZZ;  Ma, XM;  Yang, YX
收藏  |  浏览/下载：109/0  |  提交时间：2018/07/30
three-layer binary neural network  Boolean function  set covering algorithm  unit sphere covering  Hamming space  weighted distance sphere