The aim of this contribution is to show that the theory of F-transform can be successfully used in analysis and forecasting of time series. We propose relaxed constraints on a fuzzy partition as well as a matrix form of the F-transform for fast computation. For short time series, we propose to use the direct F-transform and make forecast on the basis of F-transform components.