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The Euclidean distance degree of an algebraic variety

Jan Draisma(j.draisma***at***tue.nl)
Emil Horobet(e.horobet***at***tue.nl)
Giorgio Ottaviani(ottavian***at***math.unifi.it)
Bernd Sturmfels(bernd***at***math.berkeley.edu)
Rekha R. Thomas(rrthomas***at***uw.edu)

Abstract: The nearest point map of a real algebraic variety with respect to Euclidean distance is an algebraic function. For instance, for varieties of low rank matrices, the Eckart-Young Theorem states that this map is given by the singular value decomposition. This article develops a theory of such nearest point maps from the perspective of computational algebraic geometry. The Euclidean distance degree of a variety is the number of critical points of the squared distance to a generic point outside the variety. Focusing on varieties seen in applications, we present numerous tools for exact computations.

Keywords: Euclidean distance degree, algebraic variety, duality, critical points

Category 1: Nonlinear Optimization (Constrained Nonlinear Optimization )

Category 2: Nonlinear Optimization (Unconstrained Optimization )

Citation:

Download: [PDF]

Entry Submitted: 08/30/2013
Entry Accepted: 09/01/2013
Entry Last Modified: 08/30/2013

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