Concepedia

Faster algorithm and sharper analysis for constrained Markov decision process

Tianjiao Li, Ziwei Guan, Shaofeng Zou, Tengyu Xu, Yingbin Liang, Guanghui Lan

Operations Research Letters · 2024 · 12 citations · 11 references

Open access

Concepts

BusinessComputer ScienceDecision SciencesAlgorithmsMarkov Decision ProcessesStochastic ProcessesConstrained Markov Decision ProcessesConstrained OptimizationMarkov ProcessesPolicy IterationReinforcement Learning FoundationsStochastic OptimizationConstrained Partially Observable Markov Decision ProcessesConstrained Reinforcement LearningMarkov Decision ModelsOptimality Criteria

References

11

Reinforcement Learning: An Introduction

Jeffrey D. Johnson, Jinghong Li, Zengshi Chen · Neurocomputing · 2000 · 8.7K citations

Computing, Behavioral Sciences, Computer Science +12

International Conference on Machine Learning (ICML)-2005

宏治津田 · 人工知能学会誌 = Journal of Japanese Society for Artificial Intelligence · 2006 · 2.5K citations

Computing, Computer Science, Algorithms +10

A comprehensive survey on safe reinforcement learning

Javier García, Fernando Fernández · Journal of Machine Learning Research · 2015 · 1.2K citations

Business, Decision Sciences, Machine Learning +16

A Natural Policy Gradient

Sham M. Kakade · ScholarlyCommons (University of Pennsylvania) · 2001 · 733 citations · Full text

Computing, Computer Science, Algorithms +16

Function Optimization using Connectionist Reinforcement Learning Algorithms

Ronald J. Williams, Jing Peng · Connection Science · 1991 · 305 citations

Computing, Computer Science, Artificial Intelligence +8