DocumentCode :
391381
Title :
Modeling and control for foreign exchange based on a continuous time stochastic microstructure model
Author :
Peng, H. ; Ozaki, T. ; Jimenez, J.C.
Author_Institution :
Coll. of Inf. Sci. & Eng., Central South Univ., China
Volume :
4
fYear :
2002
fDate :
10-13 Dec. 2002
Firstpage :
4440
Abstract :
On the basis of the market microstructure theory, a continuous time microstructure model is proposed for describing the dynamics of the foreign currency exchange time series with randomness and volatility features. From the microstructure model one may obtain the estimates of two state variables, which represent the market excess demand and liquidity respectively, but can not be directly observed. Based on the indirectly obtained excess demand information instead of the prediction of price, an asset dynamic allocation approach is investigated. The local linearization method, nonlinear Kalman filter and maximum likelihood method based estimation approach for the microstructure model proposed are also presented. A case study on the Japanese Yen/US Dollar exchange rate time series modeling and the estimated model-based asset dynamic allocation control show satisfactory modeling precision and control performance.
Keywords :
Kalman filters; continuous time systems; foreign exchange trading; linearisation techniques; maximum likelihood estimation; parameter estimation; stochastic systems; time series; asset dynamic allocation; continuous time microstructure model; exchange rate time series modeling; foreign exchange control; foreign exchange modeling; local linearization; market excess demand; market microstructure theory; maximum likelihood method; modeling precision; nonlinear Kalman filter; stochastic microstructure model; Asset management; Differential equations; Educational institutions; Exchange rates; Information science; Mathematics; Maximum likelihood estimation; Microstructure; State estimation; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 2002, Proceedings of the 41st IEEE Conference on
ISSN :
0191-2216
Print_ISBN :
0-7803-7516-5
Type :
conf
DOI :
10.1109/CDC.2002.1185071
Filename :
1185071
Link To Document :
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