In the past, conventional statistical techniques have been extensively used for forecasting. The most of the statistical methods have limited capabilities when modelling time series. The aim of the paper is to present a new nontraditional approach for time series projection. We use fuzzy c-mean cluster analysis to identify period of the time series. The neural network for projection is constructed with respect to this period. Suggested method is applied to some demographic indicators of the Slovak republic.