Learning to solve sequential decision-making tasks is difficult. Humans take years exploring the environment essentially in a random way until they are able to

Reinforcement learning encompasses both a science of adaptive behavior of rational beings in uncertain environments and a computational methodology for finding

This book provides a collection of recent research works on learning from decentralized data, transferring information from one domain to another, and addressin

This book constitutes the refereed proceedings of the joint conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2008, held in Antwerp