A natural definition is introduced for the Hilbert transform on an $L^2$-space with respect to a singular measure on the real line. It is defined as a limit of certain Cauchy-type integrals. Some properties of the class of functions to which the Hilbert transform can be applied are established. The construction is closely connected with averaged wave
operators on the singular spectrum.