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
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