In this study, we propose a double-phase-processing procedure to treat the
two dilemmas about model selection problem. Based on the proposed
procedure, a typical foreign exchange rate, GBP/USD, is used as a testing
target. Experimental results obtained reveal that the proposed procedure is
useful for dealing with the problems of selecting or combining in the time
series forecasting including foreign exchange rates forecasting problem.