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KMS Of Academy of mathematics and systems sciences, CAS
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Understanding the acceleration phenomenon via high-resolution differential equations
期刊论文
MATHEMATICAL PROGRAMMING, 2022, 卷号: 195, 期号: 1-2, 页码: 79-148
作者:
Shi, Bin
;
Du, Simon S.
;
Jordan, Michael, I
;
Su, Weijie J.
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  |  
浏览/下载:73/0
  |  
提交时间:2023/02/07
Convex optimization
First-order method
Polyak's heavy ball method
Nesterov's accelerated gradient methods
Ordinary differential equation
Lyapunov function
Gradient minimization
On the acceleration of the Barzilai-Borwein method
期刊论文
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2022, 页码: 24
作者:
Huang, Yakui
;
Dai, Yu-Hong
;
Liu, Xin-Wei
;
Zhang, Hongchao
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  |  
浏览/下载:143/0
  |  
提交时间:2022/04/02
Barzilai-Borwein method
Gradient methods
Finite termination
Quadratic optimization
On the Asymptotic Convergence and Acceleration of Gradient Methods
期刊论文
JOURNAL OF SCIENTIFIC COMPUTING, 2022, 卷号: 90, 期号: 1, 页码: 29
作者:
Huang, Yakui
;
Dai, Yu-Hong
;
Liu, Xin-Wei
;
Zhang, Hongchao
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  |  
浏览/下载:180/0
  |  
提交时间:2022/04/02
Gradient methods
Asymptotic convergence
Spectral property
Acceleration of gradient methods
Barzilai-Borwein method
Unconstrained optimization
Quadratic optimization
A Minibatch Proximal Stochastic Recursive Gradient Algorithm Using a Trust-Region-Like Scheme and Barzilai-Borwein Stepsizes
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 卷号: 32, 期号: 10, 页码: 4627-4638
作者:
Yu, Tengteng
;
Liu, Xin-Wei
;
Dai, Yu-Hong
;
Sun, Jie
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  |  
浏览/下载:118/0
  |  
提交时间:2022/04/02
Convergence
Convex functions
Risk management
Gradient methods
Learning systems
Sun
Barzilai-Borwein (BB) method
empirical risk minimization (ERM)
proximal method
stochastic gradient
trust-region
Gradient estimates for nonlinear diffusion semigroups by coupling methods
期刊论文
SCIENCE CHINA-MATHEMATICS, 2020, 页码: 16
作者:
Song, Yongsheng
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  |  
浏览/下载:143/0
  |  
提交时间:2020/05/24
gradient estimates
coupling methods
G-expectation
nonlinear PDEs
Gradient methods exploiting spectral properties
期刊论文
OPTIMIZATION METHODS & SOFTWARE, 2020, 页码: 25
作者:
Huang, Yakui
;
Dai, Yu-Hong
;
Liu, Xin-Wei
;
Zhang, Hongchao
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  |  
浏览/下载:147/0
  |  
提交时间:2020/05/24
Gradient methods
spectral property
Barizilai-Borwein method
linear convergence
quadratic optimization
bound constrained optimization
Distributed optimisation design for solving the Stein equation with constraints
期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2019, 卷号: 13, 期号: 15, 页码: 2492-2499
作者:
Chen, Guanpu
;
Zeng, Xianlin
;
Hong, Yiguang
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  |  
浏览/下载:152/0
  |  
提交时间:2020/05/24
least squares approximations
gradient methods
convergence
matrix algebra
concave programming
multi-agent systems
distributed optimisation design
Stein equations
set constraints
rows
columns
coefficient matrices
equivalent distributed optimisation problem
projection-based algorithm
least-squares solution
constrained Stein equation
multiagent system network
simplified distributed algorithm
Inexact proximal stochastic gradient method for convex composite optimization
期刊论文
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2017, 卷号: 68, 期号: 3, 页码: 579-618
作者:
Wang, Xiao
;
Wang, Shuxiong
;
Zhang, Hongchao
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  |  
浏览/下载:150/0
  |  
提交时间:2018/07/30
Convex composite optimization
Empirical risk minimization
Stochastic gradient
Inexact methods
Global convergence
Complexity bound
Distributed optimisation design with triggers for disturbed continuous-time multi-agent systems
期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2017, 卷号: 11, 期号: 2, 页码: 282-290
作者:
Deng, Zhenhua
;
Wang, Xinghu
;
Hong, Yiguang
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  |  
浏览/下载:128/0
  |  
提交时间:2018/07/30
decentralised control
gradient methods
discrete time systems
optimisation
continuous time systems
multi-agent systems
external disturbance rejection
internal model design
event-triggered gradient measurement strategy
event-triggered communication strategy
time-triggered communication
distributed optimisation algorithm
discrete-time communication measurement
disturbed continuous-time multiagent systems
distributed optimisation design
AN EFFICIENT GRADIENT PROJECTION METHOD FOR STOCHASTIC OPTIMAL CONTROL PROBLEMS
期刊论文
SIAM JOURNAL ON NUMERICAL ANALYSIS, 2017, 卷号: 55, 期号: 6, 页码: 2982-3005
作者:
Gong, Bo
;
Liu, Wenbin
;
Tang, Tao
;
Zhao, Weidong
;
Zhou, Tao
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  |  
浏览/下载:142/0
  |  
提交时间:2018/07/30
stochastic optimal control
gradient projection methods
backward stochastic differential equations
conditional expectations