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We consider the class of Appell polynomials whose generating function is given by means of a real power of the moment generating function of a certain random variable . For such polynomials, we obtain explicit expressions depending on the moments of . It turns out that various kinds of generalizations of Bernoulli and Apostol-Euler polynomials belong to and can be written and investigated in a unified way. In particular, explicit expression for such polynomials can be given in terms of suitable probabilistic generalizations of the Stirling numbers of the second kind.

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