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Journal Articles Annales Henri Lebesgue Year : 2022

Statistical inference of finite-rank tensors

Hongbin Chen
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Jiaming Xia
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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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Dates and versions

hal-03581463 , version 1 (19-02-2022)

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Hongbin Chen, Jean-Christophe Mourrat, Jiaming Xia. Statistical inference of finite-rank tensors. Annales Henri Lebesgue, 2022, 5, pp.1161-1189. ⟨10.5802/ahl.146⟩. ⟨hal-03581463⟩
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