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math.OC2023
Relaxed Conditions for Parameterized Linear Matrix Inequality in the Form of Nested Fuzzy Summations
Do Wan Kim, Donghwan Lee
The aim of this study is to investigate less conservative conditions for parameterized linear matrix inequalities (PLMIs) that are formulated as nested fuzzy summations. Such PLMIs…
math.OC2019
A Unified Switching System Perspective and O.D.E. Analysis of Q-Learning Algorithms
Donghwan Lee, Niao He
In this paper, we introduce a unified framework for analyzing a large family of Q-learning algorithms, based on switching system perspectives and ODE-based stochastic approximation…
math.OC2018
Primal-Dual Distributed Temporal Difference Learning
Donghwan Lee, Jianghai Hu
The goal of this paper is to study a distributed version of the gradient temporal-difference (GTD) learning algorithm for a class of multi-agent Markov decision processes (MDPs). T…