1. A method of removing noise in a noisy signal, the method comprising: defining a probability distribution for denoised values in terms of a set of distribution parameters; determining a probability distribution for the distribution parameters; and using the probability distribution for the distribution parameters to identify an estimate of a value related to a denoised signal from the noisy signal.