In this paper we investigate which Sheffer polynomials can be represen
ted as moments of convolution semigroups of probability measures. We a
lso obtain general integral representations for shift-invariant operat
ors and for umbral operators. As a corollary, we obtain new proofs for
representation theorems for Sheffer polynomials due to Sheffer and Th
orne.