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Statistical inference of finite-rank tensors

Published 12 Apr 2021 in math.PR, cond-mat.dis-nn, cs.IT, and math.IT | (2104.05360v2)

Abstract: We consider a general statistical inference model of finite-rank tensor products. For any interaction structure and any order of tensor products, we identify the limit free energy of the model in terms of a variational formula. Our approach consists of showing first that the limit free energy must be the viscosity solution to a certain Hamilton-Jacobi equation.

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