Finding events in noisy signals

We produce a formal description of the problem of finding events in noisy signals. The particular problem of finding action potentials in noisy electrophysiological recordings is examined, and a method based on simulation of the underlying processes is used to assess different signal interpretation techniques. We discuss the broader application of this approach.