Solving Semi-Markov Decision Problems Using Average Reward Reinforcement Learning

Advances in neural information processing systems 7

1996 • 15,075 citations

Dynamic Programming

1957 • 13,549 citations

Simulation Modeling and Analysis.

1983 • 9,138 citations

A Stochastic Approximation Method

1951 • 8,888 citations

Reinforcement Learning: A Survey

1996 • 8,026 citations

Introduction to Reinforcement Learning

1998 • 7,149 citations

Markov Decision Processes

1994 • 5,683 citations

Learning from delayed rewards

1989 • 5,606 citations

Stochastic Processes

1982 • 3,976 citations

Untitled

1988 • 3,901 citations

Neuro-dynamic Programming

2012 • 3,839 citations

Dynamic Programming and Markov Processes.

1961 • 3,612 citations

Reinforcement Learning

1998 • 3,070 citations

Learning to predict by the methods of temporal differences

1988 • 2,618 citations

10. Reinforcement learning

2020 • 2,008 citations

Neuro-Dynamic Programming

2001 • 1,541 citations

Integrated Architectures for Learning, Planning, and Reacting Based on Approximating Dynamic Programming

1990 • 1,358 citations

Manufacturing systems engineering

1993 • 1,011 citations

Residual Algorithms: Reinforcement Learning with Function Approximation

1995 • 979 citations

Discounted Dynamic Programming

1965 • 963 citations

Discrete Dynamic Programming

1962 • 822 citations

Temporal credit assignment in reinforcement learning

1984 • 746 citations

Dyna, an integrated architecture for learning, planning, and reacting

1991 • 675 citations

Simulation Modeling and Analysis

2016 • 671 citations

Reinforcement Learning

1997 • 548 citations

Improving Elevator Performance Using Reinforcement Learning

1995 • 499 citations

Hierarchical Decision Making in Stochastic Manufacturing Systems

1994 • 443 citations

Average reward reinforcement learning: Foundations, algorithms, and empirical results

1996 • 395 citations

A reinforcement learning approach to job-shop scheduling

1995 • 358 citations

Reinforcement Learning Methods for Continuous-Time Markov Decision Problems

1994 • 261 citations

Dynamic Programming and Markov Processes.

1961 • 254 citations

Reinforcement Learning for Dynamic Channel Allocation in Cellular Telephone Systems

1996 • 220 citations

Dynamic programming, Markov chains, and the method of successive approximations

1963 • 216 citations

Learning rate schedules for faster stochastic gradient search

2003 • 198 citations

Models of Preventive Maintenance.

1978 • 180 citations

A neuro-dynamic programming approach to retailer inventory management

2002 • 146 citations

Decentralized learning in finite Markov chains

1986 • 99 citations

Optimal preventive maintenance in a production inventory system

1999 • 91 citations

The structure of dynamic programing models

1955 • 61 citations

Optimizing Production Manufacturing Using Reinforcement Learning

1998 • 59 citations

Scaling Up Average Reward Reinforcement Learning by Approximating the Domain Models and the Value Function.

1996 • 32 citations

Stochastic approximation for non-expansive maps: applications to q-learning algorithms

1998 • 15 citations