In this paper it is shown that it is sufficient to analyse a small region of an exponentially decaying signal in order to characterize it. A technique based on the singular value decomposition (SVD) method is developed to analyse time series consisting of an exponential function and a noisy background. Techniques for analysing time series that consist of more than one decaying exponential function are also discussed.