Insoon Yang

About Insoon Yang

Insoon Yang, With an exceptional h-index of 18 and a recent h-index of 17 (since 2020), a distinguished researcher at Seoul National University, specializes in the field of stochastic control, optimization, reinforcement learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Anderson acceleration for partially observable Markov decision processes: A maximum entropy approach

Wasserstein distributionally robust control of partially observable linear stochastic systems

Convergence analysis of ODE models for accelerated first-order methods via positive semidefinite kernels

Risk-Aware Wasserstein Distributionally Robust Control of Vessels in Natural Waterways

Distributionally Robust Optimization with Unscented Transform for Learning-Based Motion Control in Dynamic Environments

Data-Driven Stochastic Optimization Using Upper Confidence Bounds: Performance Guarantees and Distributional Robustness

Distributional robustness in minimax linear quadratic control with Wasserstein distance

On Task-Relevant Loss Functions in Meta-Reinforcement Learning and Online LQR

Insoon Yang Information

University

Position

___

Citations(all)

1535

Citations(since 2020)

1349

Cited By

546

hIndex(all)

18

hIndex(since 2020)

17

i10Index(all)

40

i10Index(since 2020)

34

Email

University Profile Page

Google Scholar

Insoon Yang Skills & Research Interests

stochastic control

optimization

reinforcement learning

Top articles of Insoon Yang

Title

Journal

Author(s)

Publication Date

Anderson acceleration for partially observable Markov decision processes: A maximum entropy approach

Automatica

Mingyu Park

Jaeuk Shin

Insoon Yang

2024/5/1

Wasserstein distributionally robust control of partially observable linear stochastic systems

arXiv preprint arXiv:2212.04644

Astghik Hakobyan

Insoon Yang

2022/12/9

Convergence analysis of ODE models for accelerated first-order methods via positive semidefinite kernels

Advances in Neural Information Processing Systems

Jungbin Kim

Insoon Yang

2024/2/13

Risk-Aware Wasserstein Distributionally Robust Control of Vessels in Natural Waterways

IEEE Transactions on Control Systems Technology

Juan Moreno Nadales

Astghik Hakobyan

D Muñoz de la Peña

Daniel Limon

Insoon Yang

2024/1/29

Distributionally Robust Optimization with Unscented Transform for Learning-Based Motion Control in Dynamic Environments

Astghik Hakobyan

Insoon Yang

2023/5/29

Data-Driven Stochastic Optimization Using Upper Confidence Bounds: Performance Guarantees and Distributional Robustness

Youngchae Cho

Insoon Yang

2023/12/13

Distributional robustness in minimax linear quadratic control with Wasserstein distance

SIAM Journal on Control and Optimization

Kihyun Kim

Insoon Yang

2023/4/30

On Task-Relevant Loss Functions in Meta-Reinforcement Learning and Online LQR

arXiv preprint arXiv:2312.05465

Jaeuk Shin

Giho Kim

Howon Lee

Joonho Han

Insoon Yang

2023/12/9

Maximum entropy optimal control of continuous-time dynamical systems

IEEE Transactions on Automatic Control

Jeongho Kim

Insoon Yang

2023/4

Control of Fab Lifters via Deep Reinforcement Learning: A Semi-MDP Approach

IEEE Transactions on Automation Science and Engineering

Giho Kim

Jaeuk Shin

Gihun Kim

Joonrak Kim

Insoon Yang

2023/9/4

Distributionally robust risk map for learning-based motion planning and control: A semidefinite programming approach

IEEE Transactions on Robotics

Astghik Hakobyan

Insoon Yang

2023/2

Unifying Nesterov's Accelerated Gradient Methods for Convex and Strongly Convex Objective Functions

Jungbin Kim

Insoon Yang

2023/6/15

Distributionally robust differential dynamic programming with Wasserstein distance

IEEE Control Systems Letters

Astghik Hakobyan

Insoon Yang

2023/6/15

On Concentration Bounds for Bayesian Identification of Linear Non-Gaussian Systems

Yeoneung Kim

Gihun Kim

Insoon Yang

2023/12/13

Stochastic consensus dynamics for nonconvex optimization on the Stiefel manifold: Mean-field limit and convergence

Mathematical Models and Methods in Applied Sciences

Seung-Yeal Ha

Myeongju Kang

Dohyun Kim

Jeongho Kim

Insoon Yang

2022/3/26

On affine policies for wasserstein distributionally robust unit commitment

Youngchae Cho

Insoon Yang

2022/12/6

On representation formulas for optimal control: A Lagrangian perspective

IET Control Theory & Applications

Yeoneung Kim

Insoon Yang

2022

Risk-Sensitive Safety Analysis Using Conditional Value-at-Risk

IEEE Transactions on Automatic Control

Margaret P Chapman

Riccardo Bonalli

Kevin M Smith

Insoon Yang

Marco Pavone

...

2021/11/26

Improved regret analysis for variance-adaptive linear bandits and horizon-free linear mixture MDPs

Yeoneung Kim

Insoon Yang

Kwang-Sung Jun

2022/11

Infusing model predictive control into meta-reinforcement learning for mobile robots in dynamic environments

IEEE Robotics and Automation Letters

Jaeuk Shin

Astghik Hakobyan

Mingyu Park

Yeoneung Kim

Gihun Kim

...

2022/7/15

See List of Professors in Insoon Yang University(Seoul National University)

Co-Authors

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