The problem of estimating the parameters of complex signals having constant amplitude and polynomial phase, measured in additive noise, is discussed. A new integral transform is introduced, which is adapted for signals of this type. This transform is used to derive estimation and classification algorithms that are simple to implement and have a very good performance. The algorithms are extended to signals having constant amplitude and continuous nonpolynomial phase.