VALUETOOLS 2014 - Performance Evaluation Methodologies and Tools

VALUETOOLS 2014 - Performance Evaluation Methodologies and Tools

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8th International Conference on Performance Evaluation Methodologies and Tools

Table of contents

The theory or approachability, introduced by Blackwell in 1956, provides fundamental results on guaranteed performance regions in repeated games with vector-valued payoffs. These results, which have been applied in theoretical work on learning in games, have recently been the subject of renewed interest in the machine learning community due to their close connection with on-line learning algorithms. In this lecture, we will first review the basic approachability framework, outline its inter-connection with no-regret learning, and describe some applications to routing and scheduling. We will then describe some advances that include to new approachability algorithms, and their application to generalized no-regret problems.

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Editor(s): Moshe Haviv, William Knottenbelt, Lorenzo Maggi and Daniele Miorandi

Publisher: IEEE

ISBN 978-1-63190-057-0

Conference dates: 9th–11th Dec 2014

Location: Bratislava, Slovakia

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