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Game Theory and Decision Theory in Agent-Based Systems

Game Theory and Decision Theory in Agent-Based Systems

Publisher Springer, Berlin
Year
Pages 379
Version hardback
Language English
ISBN 9781402071157
Categories Artificial intelligence
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Book description

Game Theory And Decision Theory In Agent-Based Systems is a collection of papers from international leading researchers, that offers a broad view of the many ways game theory and decision theory can be applied in agent-based systems, from standard applications of the core elements of the theory to more cutting edge developments. The range of topics discussed in this book provide the reader with the first comprehensive volume that reflects both the depth and breadth of work in applying techniques from game theory and decision theory to design agent-based systems. Chapters include:
  • Selecting Partners;
  • Evolution of Agents with Moral Sentiments in an IPD Exercise;
  • Dynamic Desires;
  • Emotions and Personality;
  • Decision-Theoretic Approach to Game Theory;
  • Shopbot Economics;
  • Finding the Best Way to Join in;
  • Shopbots and Pricebots in Electronic Service Markets;
  • Polynomial Time Mechanisms;
  • Multi-Agent Q-learning and Regression Trees;
  • Satisficing Equilibria;
  • Investigating Commitment Flexibility in Multi-agent Contracts;
  • Pricing in Agent Economies using Multi-agent Q-learning;
  • Using Hypergames to Increase Planned Payoff and Reduce Risk;
  • Bilateral Negotiation with Incomplete and Uncertain Information;
  • Robust Combinatorial Auction Protocol against False-name Bids.

Game Theory and Decision Theory in Agent-Based Systems

Table of contents

List of Figures. List of Tables. Preface. Contributing Authors.
Introduction; S. Parsons, et al.
1. Game Theory and Decision Theory; S. Parsons, M. Wooldrige.
2. Selecting Partners; B. Banerje, S. Sen.
3. Evolution of Agents with Moral Sentiments in an IPD Exercise; A.L.C. Bazzan, et al.
4. Dynamic Desires; M. Dastani, et al.
5. Emotions and Personality; P.J. Gmytrasiewicz, C.L. Lisetti.
6. Decision-Theoretic Approach to Game Theory; P.J. Gmytrasiewicz, S. Noh.
7. Shopbot Economics; J.O. Kephart, A.R. Greenwald.
8. Finding the Best Way to Join in; L.Á. Kóczy.
9. Shopbots and Pricebots in Electronic Service Markets; P.M. Markopoulos, L.H. Ungar.
10. Polynomial Time Mechanisms; T.C. O'Connell, R.E. Stearns.
11. Multi-Agent Q-learning and Regression Trees; M. Sridharan, G. Tesauro.
12. Satisficing Equilibria; W.C. Stirling, et al.
13. Investigating Commitment Flexibility in Multi-agent Contracts; V. Teague, L. Sonenberg.
14. Pricing in Agent Economies using Multi-agent Q-learning; G. Tesauro, J.O. Kephart.
15. Using Hypergames to Increase Planned Payoff and Reduce Risk; R. Vane, P. Lehner.
16. Bilateral Negotiation with Incomplete and Uncertain Information; J. Vassileva, C.Mudgal.
17. Robust Combinatorial Auction Protocol against False-name Bids; M. Yokoo, et al.
Index.

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