Closed form of double-sum series

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Does the following series have a closed-form (or at least simpler) expression:

$$\sum_{a=1}^{\infty} \left( \frac{x^a}{a!} \sum_{b=0}^{a-1} \frac{y^b}{b!} \right)$$

Since the inner summation would be empty for $a=0$, I suppose the outer summation could start at zero without changing the meaning, i.e.:

$$\sum_{a=0}^{\infty} \left( \frac{x^a}{a!} \sum_{b=0}^{a-1} \frac{y^b}{b!} \right)$$

This problem came up in computing the probability of a win in a football match with each team's goal scoring modeled as a Poisson process. The outer summation relates to the goals scored by team A (the winning team) and the inner summation relates to the (lesser number of) goals scored by team B (the losing team).

Thanks,

John

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You can simplify a little since the inner summation $$\sum_{b=0}^{a-1} \frac{y^b}{b!}=\frac{\Gamma (a,y)}{\Gamma (a)}\,e^y $$ where appears the incomplete gamma function.

This makes that you are left with $$\sum_{a=1}^{\infty} \left( \frac{x^a}{a!} \sum_{b=0}^{a-1} \frac{y^b}{b!} \right)=e^y\,\sum _{a=1}^{\infty } \frac{ \Gamma (a,y)}{a! (a-1)!} x^a$$ which, at least to me, will not simplify further.