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Clone-induced approximation algebras of Bernoulli distributions

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We consider the problem of approximating distributions of Bernoulli random variables by applying Boolean functions to independent random variables with distributions from a given set. For a set B of Boolean… Click to show full abstract

We consider the problem of approximating distributions of Bernoulli random variables by applying Boolean functions to independent random variables with distributions from a given set. For a set B of Boolean functions, the set of approximable distributions forms an algebra, named the approximation algebra of Bernoulli distributions induced by B. We provide a complete description of approximation algebras induced by most clones of Boolean functions. For remaining clones, we prove a criterion for approximation algebras and a property of algebras that are finitely generated.

Keywords: induced approximation; approximation algebras; clone induced; bernoulli distributions; boolean functions; approximation

Journal Title: Algebra universalis
Year Published: 2019

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