An approximate zero bias transformation for random sums: Applications to sampling with outliers, auto insurance, and generative AI

Wasamon Jantai, Nathakhun Wiroonsri

We develop $L^1$ bounds for the difference between a test function of a random sum and a standard normal random variable, where the summands are assumed to be independent but not n…