For a birth and death chain on the nonnegative integers, integral represent
ations for first return probabilities are derived. While the integral repre
sentations for ordinary transition probabilities given by Karlin and McGreg
or (1959) involve a system of random walk polynomials and the corresponding
measure of orthogonality, the formulas for the first return probabilities
are based on the corresponding systems of associated orthogonal polynomials
. Moreover, while the moments of the measure corresponding to the random wa
lk polynomials give the ordinary return probabilities to the origin, the mo
ments of the measure corresponding to the associated polynomials give the f
irst return probabilities to the origin.
As a by-product we obtain a new characterization in terms of canonical mome
nts for the measure of orthogonality corresponding to the first associated
orthogonal polynomials. The results are illustrated by several examples.