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
Link To Document :
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