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Likelihood degenerations

Daniele Agostini, Taylor Brysiewicz, Claudia Fevola, Lukas Kuehne, Bernd Sturmfels, Simon Telen, Thomas Lam

ADVANCES IN MATHEMATICS(2023)

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摘要
Computing all critical points of a monomial on a very affine variety is a fundamental task in algebraic statistics, particle physics and other fields. The number of critical points is known as the maximum likelihood (ML) degree. When the variety is smooth, it coincides with the Euler characteristic. We introduce degeneration techniques that are inspired by the soft limits in CEGM theory, and we answer several questions raised in the physics literature. These pertain to bounded regions in discriminantal arrangements and to moduli spaces of point configurations. We present theory and practise, connecting complex geometry, tropical combinatorics, and numerical nonlinear algebra.(c) 2023 Elsevier Inc. All rights reserved.
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关键词
Very affine variety,Algebraic statistics,Maximum likelihood degree,Scattering equations,Discriminantal arrangements,Numerical nonlinear algebra
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