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Optimal Virtual Network Function Deployment for 5G Network Slicing in a Hybrid Cloud Infrastructure 期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2020, 卷号: 19, 期号: 12, 页码: 7942-7956
作者:  De Domenico, Antonio;  Liu, Ya-Feng;  Yu, Wei
收藏  |  浏览/下载：128/0  |  提交时间：2021/04/26
Cloud computing  5G mobile communication  Computer architecture  Resource management  Radio access networks  Wireless communication  5G mobile communication  network function virtualization (NFV)  network slicing  integer linear programming (ILP)  
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：142/0  |  提交时间：2021/04/26
Deep learning  Physics-informed  Dynamical systems  Hamiltonian systems  Symplectic maps  Symplectic integrators  
Circular Complex-Valued GMDH-Type Neural Network for Real-Valued Classification Problems 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 12, 页码: 5285-5299
作者:  Xiao, Jin;  Jia, Yanlin;  Jiang, Xiaoyi;  Wang, Shouyang
收藏  |  浏览/下载：132/0  |  提交时间：2021/04/26
Biological system modeling  Data models  Biological neural networks  Predictive models  Neurons  Mathematical model  Complex-valued external criterion  complex-valued group method of data handling (GMDH)-type neural network  parameter estimation  real-valued classification  
Nonlinear quantum neuron: A fundamental building block for quantum neural networks 期刊论文
PHYSICAL REVIEW A, 2020, 卷号: 102, 期号: 5, 页码: 8
作者:  Yan, Shilu;  Qi, Hongsheng;  Cui, Wei
收藏  |  浏览/下载：138/0  |  提交时间：2021/01/14
Leader-following consensus of multi-agent systems under antagonistic networks 期刊论文
NEUROCOMPUTING, 2020, 卷号: 413, 页码: 339-347
作者:  Wang, Qianyao;  Liu, Kexin;  Wang, Xiong;  Wu, Lulu;  Lu, Jinhu
收藏  |  浏览/下载：141/0  |  提交时间：2021/01/14
Multi-agent systems  Signed graph  Bipartite consensus  Adaptive regulation  
An Adaptive Surrogate Modeling Based on Deep Neural Networks for Large-Scale Bayesian Inverse Problems 期刊论文
COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2020, 卷号: 28, 期号: 5, 页码: 2180-2205
作者:  Yan, Liang;  Zhou, Tao
收藏  |  浏览/下载：129/0  |  提交时间：2021/01/14
Bayesian inverse problems  deep neural networks  multi-fidelity surrogate modeling  Markov chain Monte Carlo  
A survey on network node ranking algorithms: Representative methods, extensions, and applications 期刊论文
SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2020, 页码: 11
作者:  Liu, JiaQi;  Li, XueRong;  Dong, JiChang
收藏  |  浏览/下载：129/0  |  提交时间：2021/01/14
complex networks  node ranking methods  PageRank  HITS  algorithms  
NeuralEE: A GPU-Accelerated Elastic Embedding Dimensionality Reduction Method for Visualizing Large-Scale scRNA-Seq Data 期刊论文
FRONTIERS IN GENETICS, 2020, 卷号: 11, 页码: 8
作者:  Xiong, Jiankang;  Gong, Fuzhou;  Wan, Lin;  Ma, Liang
收藏  |  浏览/下载：164/0  |  提交时间：2021/01/14
single-cell RNA sequencing  elastic embedding  neural networks  large-scale  stochastic optimization  parametric models  generalizable models  
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：117/0  |  提交时间：2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
Network flows that solve least squares for linear equations 期刊论文
AUTOMATICA, 2020, 卷号: 120, 页码: 12
作者:  Liu, Yang;  Lou, Youcheng;  Anderson, Brian D. O.;  Shi, Guodong
收藏  |  浏览/下载：214/0  |  提交时间：2020/11/18
Distributed algorithms  Linear equation  Least-squares solutions