• DocumentCode
    2292735
  • Title

    An adaptive type-2 fuzzy based charging technique for market design agents in uncertain environments

  • Author

    Almehdar, Mohammed ; Hagras, Hani

  • Author_Institution
    Fac. of Media Eng. & Technol., German Univ. in Cairo, Cairo, Egypt
  • fYear
    2011
  • fDate
    11-15 April 2011
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    The Trading Agent CAT Market Design Competition aims to implement intelligent adaptive systems for controlling the operations of an abstract double auction market on a day to day basis whereby simulated software trading agents participate to buy and sell according to special constraints and rules. In the competition, the given agent, called market specialist, runs in direct competition to other market agents in a highly uncertain environment which is characterized by lack of knowledge of the exact parameters of traders´ strategies, their cost and budget preferences and the behavior of competing markets. In this paper, we will present a novel agent which is based on the use type-2 fuzzy systems to implement the agent charging policy. Through several experiments, it will be shown that the type-2 fuzzy based agent will be able to outperform the existing agents as well as its type-1 counterparts under high uncertainty conditions.
  • Keywords
    budgeting data processing; electronic commerce; fuzzy set theory; software agents; Trading Agent CAT Market Design Competition; abstract double auction market; adaptive type-2 fuzzy based charging technique; agent charging policy; budget preferences; commodity markets; cost preferences; financial markets; intelligent adaptive systems; market agents; market design agents; market specialist; simulated software trading agents; uncertain environments; Fuzzy logic; Fuzzy sets; Fuzzy systems; Games; Pricing; Registers; Uncertainty; Trading agents; charging policies; type-2 fuzzy logic systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Agent (IA), 2011 IEEE Symposium on
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-61284-059-8
  • Type

    conf

  • DOI
    10.1109/IA.2011.5953610
  • Filename
    5953610