We analyze the dimension spectrum previously introduced and measured experimentally by Jensen, Kadanoff, and Libchaber. Using large-deviation theory, we prove, for some invariant measures of expanding Markov maps, that the Hausdorff dimension f(~) of the set on which the measure has a singularity is a well-defined, concave, and regular function. In particular, we show that this is the case for ...