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Clone-induced approximation algebras of Bernoulli distributions. (English) Zbl 1472.08005

Summary: 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.

MSC:

08A40 Operations and polynomials in algebraic structures, primal algebras
60B99 Probability theory on algebraic and topological structures
Full Text: DOI

References:

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