Reinforcement Learning: An Introduction

15 years 2 months ago

Download www.cs.ualberta.ca

"Reinforcement learning is learning what to do how to map situations to actions so as to maximize a numerical reward signal. The learner is not told which actions to take, as in most forms of machine learning, but instead must discover which actions yield the most reward by trying them. In the most interesting and challenging cases, actions may affect not only the immediate reward but also the next situation and, through that, all subsequent rewards. These two characteristics trial-and-error search and delayed reward are the two most important distinguishing features of reinforcement learning."

Richard S. Sutton, Andrew G. Barto

Real-time Traffic

Artificial Intelligence | Machine Learning |

posted by scimaster

Related Content

» Introduction to Machine Learning

» Introduction and control of subgoals in reinforcement learning

» Reinforcement Learning in Distributed Domains Beyond Team Games

» TeXDYNA Hierarchical Reinforcement Learning in Factored MDPs

» QConceptLearning Generalization with Concept Lattice Representation in Reinforcement Learn...

» Hierarchical reinforcement learning with subpolicies specializing for learned subgoals

» Fast Learning in an ActorCritic Architecture with Reward and Punishment

» Multiagent Reinforcement Learning Using Strategies and Voting

» Reinforcement learning agents with primary knowledge designed by analytic hierarchy proces...

Post Info
More Details (n/a)

Added	06 Feb 2009
Updated	06 Feb 2009
Authors	Richard S. Sutton, Andrew G. Barto

Comments (0)

	Introduction to Logic 1569 views
	Linear Matrix Inequalities in System and Control Theory 1455 views
	Linear Controller Design Limits of Performance 1500 views
	Spatial Reasoning: Theory and Practice 1331 views
	Spatial Augmented Reality Merging Real and Virtual Worlds 1752 views

Sciweavers

Reinforcement Learning: An Introduction

Artificial Intelligence | Machine Learning |

Explore & Download

Productivity Tools

Document Tools

Image Tools

Sciweavers