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中国科学院数学与系统科学研究院机构知识库
KMS Of Academy of mathematics and systems sciences, CAS
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STOCHASTIC TRUST-REGION METHODS WITH TRUST-REGION RADIUS DEPENDING ON PROBABILISTIC MODELS
期刊论文
JOURNAL OF COMPUTATIONAL MATHEMATICS, 2021, 页码: 41
Authors:
Wang, Xiaoyu
;
Yuan, Ya-xiang
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Submit date:2022/04/02
Trust-region methods
Stochastic optimization
Probabilistic models
Trust region radius
Global convergence
STOCHASTIC-LAZIER-GREEDY ALGORITHM FOR MONOTONE NON-SUBMODULAR MAXIMIZATION
期刊论文
JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2021, 卷号: 17, 期号: 5, 页码: 2607-2614
Authors:
Han, Lu
;
Li, Min
;
Xu, Dachuan
;
Zhang, Dongmei
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Submit date:2022/04/02
cardinality constraint
non-submodular
monotone
greedy algorithm
Set function maximization
A General Framework for Nonparametric Identification of Nonlinear Stochastic Systems
期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 卷号: 66, 期号: 6, 页码: 2449-2464
Authors:
Zhao, Wenxiao
;
Weyer, Erik
;
Yin, George
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Submit date:2021/10/26
Convex optimization
nonlinear autoregressive systems with exogenous inputs (NARX)
nonparametric
identification
stochastic approximation
strong consistency
Social Optima in Robust Mean Field LQG Control: From Finite to Infinite Horizon
期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 卷号: 66, 期号: 4, 页码: 1529-1544
Authors:
Wang, Bing-Chang
;
Huang, Jianhui
;
Zhang, Ji-Feng
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Submit date:2021/06/01
Mathematical model
Games
Robustness
Uncertainty
Optimal control
Stochastic processes
Differential equations
Forward-backward stochastic differential equation (FBSDE)
linear quadratic optimal control
mean field control
model uncertainty
social functional variation
KALMAN-BUCY FILTERING AND MINIMUM MEAN SQUARE ESTIMATOR UNDER UNCERTAINTY
期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2021, 卷号: 59, 期号: 4, 页码: 2669-2692
Authors:
Ji, Shaolin
;
Kong, Chuiliu
;
Sun, Chuanfeng
;
Zhang, Ji-Feng
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Submit date:2022/04/02
Kalman-Bucy filtering
minimum mean square estimator
drift uncertainty
convex operator
minimax theorem
backward stochastic differential equation
An Efficient Numerical Algorithm for Solving Data Driven Feedback Control Problems
期刊论文
JOURNAL OF SCIENTIFIC COMPUTING, 2020, 卷号: 85, 期号: 2, 页码: 27
Authors:
Archibald, Richard
;
Bao, Feng
;
Yong, Jiongmin
;
Zhou, Tao
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Submit date:2021/01/14
Stochastic optimal control
Nonlinear filtering
Data driven
Maximum principle
Stochastic optimization
Sparse system identification for stochastic systems with general observation sequences
期刊论文
AUTOMATICA, 2020, 卷号: 121, 页码: 13
Authors:
Zhao, Wenxiao
;
Yin, George
;
Bai, Er-Wei
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Submit date:2021/01/14
Stochastic system
Sparse identification
Feedback control
Strong consistency
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
Authors:
Xiong, Jiankang
;
Gong, Fuzhou
;
Wan, Lin
;
Ma, Liang
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Submit date:2021/01/14
single-cell RNA sequencing
elastic embedding
neural networks
large-scale
stochastic optimization
parametric models
generalizable models
Make l(1) regularization effective in training sparse CNN
期刊论文
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2020, 卷号: 77, 期号: 1, 页码: 163-182
Authors:
He, Juncai
;
Jia, Xiaodong
;
Xu, Jinchao
;
Zhang, Lian
;
Zhao, Liang
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Submit date:2020/09/23
Sparse optimization
l(1) regularization
Dual averaging
CNN
Highly Accurate Numerical Schemes for Stochastic Optimal Control Via FBSDEs
期刊论文
NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS, 2020, 卷号: 13, 期号: 2, 页码: 296-319
Authors:
Fu, Yu
;
Zhao, Weidong
;
Zhou, Tao
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Submit date:2020/05/24
Forward backward stochastic differential equations
stochastic optimal control
stochastic maximum principle
projected quasi-Newton methods