Exploring the Strategy Space of Negotiating Agents

A Framework for Bidding, Learning and Accepting in Automated Negotiation

(Autor)

Buch | Hardcover
XXI, 276 Seiten
2016 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-28242-8 (ISBN)

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Exploring the Strategy Space of Negotiating Agents - Tim Baarslag
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This book reports on an outstanding thesis that has significantlyadvanced the state-of-the-art in the area of automated negotiation. It givesnew practical and theoretical insights into the design and evaluation ofautomated negotiators. It describes an innovative negotiating agent frameworkthat enables systematic exploration of the space of possible negotiationstrategies by recombining different agent components. Using this framework, newand effective ways are formulated for an agent to learn, bid, and accept duringa negotiation. The findings have been evaluated in four annual instantiationsof the International Automated Negotiating Agents Competition (ANAC), theresults of which are also outlined here. The book also describes severalmethodologies for evaluating and comparing negotiation strategies andcomponents, with a special emphasis on performance and accuracy measures.

Introduction.- Background.- A Component-based Architecture to Explore the Space of Negotiation Strategies.- Effective Acceptance Conditions.- Accepting Optimally with Incomplete Information.- Measuring the Performance of Online Opponent Models.- Predicting the Performance of Opponent Models.- A Quantitative Concession-Based Classification Method of Bidding Strategies.- Optimal Non-adaptive Concession Strategies.- Putting the Pieces Together.- Conclusion.

Erscheinungsdatum
Reihe/Serie Springer Theses
Zusatzinfo XXI, 276 p. 58 illus., 21 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Elektrotechnik / Energietechnik
Technik Maschinenbau
Wirtschaft Volkswirtschaftslehre
Schlagworte artificial intelligence (incl. robotics) • Automated Negotiating Agents Competitions (ANAC) • Bilateral Negotiations • Component-based Automated Negotiator • Decision Support Systems for Automated Negotiation • Economic Theory/Quantitative Economics/Mathematica • Engineering • Modeling Techniques in Negotiation • Negotiation Acceptance Strategy • Negotiation Competition • Negotiation Support Systems • Opponent Modeling in Negotiation • Optimal Concession Curves • Robotics and Automation
ISBN-10 3-319-28242-5 / 3319282425
ISBN-13 978-3-319-28242-8 / 9783319282428
Zustand Neuware
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