Title :
Empirical study on the HMM of nonlinear nominal exchange rates
Author :
Shuo, Zhang ; Xiao-feng, Hui
Author_Institution :
Sch. of Manage., Harbin Inst. of Technol., Harbin, China
Abstract :
The exchange rate model for the study of the exchange rate theory has very important significance. After analyzing the successful nonlinear model of real exchange rate based on the purchasing power parity (PPP) theory, the nonlinear problem of nominal exchange rate is studied in this paper. Through a research on a period of nominal exchange rate with nonlinear characteristics, a nonlinear statistical model of nominal exchange rate based on the hidden Markov model (HMM) is proposed, and the parameters of the model are estimated. Hypothesis testing shows that the model can accurately describe the statistical characteristics of the nominal exchange rate time series. The parameters showed that the nominal exchange rate model proposed in this paper, to some extent, supports that deviations from purchasing power parity (PPP) are nonlinear mean reversions.
Keywords :
exchange rates; hidden Markov models; statistical analysis; time series; HMM; hidden Markov model; nonlinear characteristics; nonlinear nominal exchange rate time series; nonlinear statistical model; purchasing power parity theory; Exchange rates; Hidden Markov models; Markov processes; Mathematical model; Testing; Time series analysis; HMM; KS test; exchange rate; nonlinear; surrogate data;
Conference_Titel :
Management Science and Engineering (ICMSE), 2011 International Conference on
Conference_Location :
Rome
Print_ISBN :
978-1-4577-1885-4
DOI :
10.1109/ICMSE.2011.6070051