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Making Friends on the Fly: Advances in Ad Hoc Teamwork

  • Samuel Barrett

Part of the Studies in Computational Intelligence book series (SCI, volume 603)

Table of contents

  1. Front Matter
    Pages i-xx
  2. Samuel Barrett
    Pages 1-9
  3. Samuel Barrett
    Pages 11-23
  4. Samuel Barrett
    Pages 25-47
  5. Samuel Barrett
    Pages 49-72
  6. Samuel Barrett
    Pages 73-86
  7. Samuel Barrett
    Pages 87-94
  8. Samuel Barrett
    Pages 95-124
  9. Samuel Barrett
    Pages 125-138
  10. Back Matter
    Pages 139-144

About this book

Introduction

This book is devoted to the encounter and interaction of agents such as robots with other agents and describes how they cooperate with their previously unknown teammates, forming an Ad Hoc team. It presents a new algorithm, PLASTIC, that allows agents to quickly adapt to new teammates by reusing knowledge learned from previous teammates.  PLASTIC is instantiated in both a model-based approach, PLASTIC-Model, and a policy-based approach, PLASTIC-Policy.  In addition to reusing knowledge learned from previous teammates, PLASTIC also allows users to provide expert-knowledge and can use transfer learning (such as the new TwoStageTransfer algorithm) to quickly create models of new teammates when it has some information about its new teammates. The effectiveness of the algorithm is demonstrated on three domains, ranging from multi-armed bandits to simulated robot soccer games.

Keywords

Ad Hoc Teamwork Computational Intelligence Cooperating with Unknown Agents Multiagent Algorithms Multiagent Coordination

Authors and affiliations

  • Samuel Barrett
    • 1
  1. 1.Kiva SystemsNorth ReadingUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-18069-4
  • Copyright Information Springer International Publishing Switzerland 2015
  • Publisher Name Springer, Cham
  • eBook Packages Engineering
  • Print ISBN 978-3-319-18068-7
  • Online ISBN 978-3-319-18069-4
  • Series Print ISSN 1860-949X
  • Series Online ISSN 1860-9503
  • Buy this book on publisher's site