DocumentCode
2292297
Title
Minimal agent-based model for the origin of trading activity in Foreign exchange market
Author
Aloud, Monira ; Tsang, Edward ; Dupuis, Alexandre ; Olsen, Richard
Author_Institution
Sch. of Comput. Sci. & Electron. Eng., Univ. of Essex, Colchester, UK
fYear
2011
fDate
11-15 April 2011
Firstpage
1
Lastpage
8
Abstract
In this paper, we show that a minimal agent-based model for the Foreign Exchange (FX) market is capable of reproducing, to a certain extent, FX market trading activity. The model is minimal in that it has the advantage of having the minimum set of elements necessary for modelling the FX market in order to reproduce the FX market trading activity. The key elements are zero-Intelligence directional-change events traders, historical prices, actual FX traders´ behaviour, limit orders, FX market trading sessions, market holidays, and the activation of the initial condition. All of these play a fundamental role. Most importantly, the simulation output is evaluated by contrast against the microscopic behavioural analysis of high-frequency data of individual traders´ transactions on an account level provided by OANDA LTD. The results of this comparison prove that the trading agents´ behaviour reproduces the FX market trading activity. Overall, the model leads to the identification of the key elements that may be responsible for the emergence of FX market trading activity in an agent-based model.
Keywords
foreign exchange trading; FX market trading activity; OANDA LTD; foreign exchange market; microscopic behavioural analysis; minimal agent based model; zero intelligence directional change events trader; Analytical models; Biological system modeling; Business; Complexity theory; Computational modeling; Data models; Time series analysis; Agent-based modelling; FX market trading activity; Foreign exchange market; High-frequency data; In-traday FX market seasonality;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence for Financial Engineering and Economics (CIFEr), 2011 IEEE Symposium on
Conference_Location
Paris
ISSN
pending
Print_ISBN
978-1-4244-9933-5
Type
conf
DOI
10.1109/CIFER.2011.5953567
Filename
5953567
Link To Document