The window length, L, is the first parameter that must be specified in Singular Spectrum Analysis (SSA) for time series analysis. A large window length has a potential to produce a good model fit, but it is unlikely to produce a parsimonious forecasting model. In this paper, we propose a new parsimonious vector forecasting model which uses an optimal m (