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Reasoning about Human-Friendly Strategies in Repeated Keyword Auctions

  • Francesco Belardinelli
  • , Wojciech Jamroga
  • , Vadim Malvone
  • , Munyque Mittelmann
  • , Aniello Murano
  • , Laurent Perrussel
  • Université d'Evry Val d'Essonne
  • University of Luxembourg
  • Polish Academy of Sciences
  • Universit de Toulouse 1 - Capitole
  • University of Naples Federico II

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In online advertising, search engines sell ad placements for keywords continuously through auctions. This problem can be seen as an infinitely repeated game since the auction is executed whenever a user performs a query with the keyword. As advertisers may frequently change their bids, the game will have a large set of equilibria with potentially complex strategies. In this paper, we propose the use of natural strategies for reasoning in such setting as they are processable by artificial agents with limited memory and/or computational power as well as understandable by human users. To reach this goal, we introduce a quantitative version of Strategy Logic with natural strategies in the setting of imperfect information. In a first step, we show how to model strategies for repeated keyword auctions and take advantage of the model for proving properties evaluating this game. In a second step, we study the logic in relation to the distinguishing power, expressivity, and model-checking complexity for strategies with and without recall.

Original languageEnglish
Title of host publicationInternational Conference on Autonomous Agents and Multiagent Systems, AAMAS 2022
PublisherInternational Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Pages62-71
Number of pages10
ISBN (Electronic)9781713854333
Publication statusPublished - 1 Jan 2022
Event21st International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2022 - Auckland, Virtual, New Zealand
Duration: 9 May 202213 May 2022

Publication series

NameProceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
Volume1
ISSN (Print)1548-8403
ISSN (Electronic)1558-2914

Conference

Conference21st International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2022
Country/TerritoryNew Zealand
CityAuckland, Virtual
Period9/05/2213/05/22

Keywords

  • Auctions
  • Mechanism Design
  • Strategic Reasoning

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