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For any (real) algebraic variety $X$ in a Euclidean space $V$ endowed with a nondegenerate quadratic form $q$, we introduce a polynomial $\mathrm{EDpoly}_{X,u}(t^2)$ which, for any $u\in V$, has among its roots the distance from $u$ to $X$.…

Algebraic Geometry · Mathematics 2025-12-02 Giorgio Ottaviani , Luca Sodomaco

The unit Euclidean distance degree and the generic Euclidean distance degree are two well-studied invariants of projective varieties. These quantities measure the algebraic complexity of nearest-point problems on a variety, and in many…

Algebraic Geometry · Mathematics 2026-05-14 Laurenţiu G. Maxim , Jose Israel Rodriguez , Botong Wang

Two well studied invariants of a complex projective variety are the unit Euclidean distance degree and the generic Euclidean distance degree. These numbers give a measure of the algebraic complexity for "nearest" point problems of the…

Algebraic Topology · Mathematics 2019-05-17 Laurentiu G. Maxim , Jose Israel Rodriguez , Botong Wang

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…

Algebraic Geometry · Mathematics 2014-12-01 Jan Draisma , Emil Horobet , Giorgio Ottaviani , Bernd Sturmfels , Rekha R. Thomas

We determine the Euclidean distance degree of a projective toric variety. This extends the formula of Matsui and Takeuchi for the degree of the $A$-discriminant in terms of Euler obstructions. Our primary goal is the development of reliable…

Algebraic Geometry · Mathematics 2018-07-23 Martin Helmer , Bernd Sturmfels

We discuss the problem of optimizing the distance function from a given point, subject to polynomial constraints. A key algebraic invariant that governs its complexity is the Euclidean distance degree, which pertains to first-order…

Algebraic Geometry · Mathematics 2026-03-16 Sandra Di Rocco , Kemal Rose , Luca Sodomaco

We study infinite Euclidean distance discriminants of algebraic varieties, defined as the loci of data points whose fibers under the second projection from the Euclidean distance correspondence are positive-dimensional. In particular, these…

Algebraic Geometry · Mathematics 2025-09-25 Felix Rydell , Emil Horobet

We study an optimization problem with the feasible set being a real algebraic variety $X$ and whose parametric objective function $f_u$ is gradient-solvable with respect to the parametric data $u$. This class of problems includes Euclidean…

Algebraic Geometry · Mathematics 2021-05-18 Kaie Kubjas , Olga Kuznetsova , Luca Sodomaco

We obtain several formulas for the Euclidean distance degree (ED degree) of an arbitrary nonsingular variety in projective space: in terms of Chern and Segre classes, Milnor classes, Chern-Schwartz-MacPherson classes, and an extremely…

Algebraic Geometry · Mathematics 2018-12-26 Paolo Aluffi , Corey Harris

We study the algebraic complexity of Euclidean distance minimization from a generic tensor to a variety of rank-one tensors. The Euclidean Distance (ED) degree of the Segre-Veronese variety counts the number of complex critical points of…

Algebraic Geometry · Mathematics 2026-01-22 Khazhgali Kozhasov , Alan Muniz , Yang Qi , Luca Sodomaco

This text presents several aspects of the theory of equisingularity of complex analytic spaces from the standpoint of Whitney conditions. The goal is to describe from the geometrical, topological, and algebraic viewpoints a canonical…

Algebraic Geometry · Mathematics 2017-12-14 Arturo Giles Flores , Bernard Teissier

Suppose that $X_A\subset \mathbb{P}^{n-1}$ is a toric variety of codimension two defined by an $(n-2)\times n$ integer matrix $A$, and let $B$ be a Gale dual of $A$. In this paper we compute the Euclidean distance degree and polar degrees…

Algebraic Geometry · Mathematics 2019-08-16 Martin Helmer , Bernt Ivar Utstøl Nødland

For a given irreducible projective variety $X$, the closure of the set of all hyperplanes containing tangents to $X$ is the projectively dual variety $X^{\vee}$. We study the singular locus of projectively dual varieties of certain…

Algebraic Geometry · Mathematics 2019-11-20 Emre Sen

Given a closed subvariety X in a projective space, the rank with respect to X of a point p in this projective space is the least integer r such that p lies in the linear span of some r points of X. Let W_k be the closure of the set of…

Algebraic Geometry · Mathematics 2017-03-09 Jarosław Buczyński , Kangjin Han , Massimiliano Mella , Zach Teitler

We recall the definition of classical polar varieties, as well as those of affine and projective reciprocal polar varieties. The latter are defined with respect to a non-degenerate quadric, which gives us a notion of orthogonality. In…

Algebraic Geometry · Mathematics 2016-01-15 Ragni Piene

The multiple root loci among univariate polynomials of degree $n$ are indexed by partitions of $n$. We study these loci and their conormal varieties. The projectively dual varieties are joins of such loci where the partitions are hooks. Our…

Algebraic Geometry · Mathematics 2015-10-26 Hwangrae Lee , Bernd Sturmfels

The tangent degree $\tau(X)$ of a projective variety $X^n\subset\mathbb P^N$ is the number of tangent spaces to $X$ at smooth points passing through a general point of the tangent variety $Tan(X)\subseteq\mathbb P^N$, if positive and…

Algebraic Geometry · Mathematics 2026-05-12 Jordi Hernandez Gomez , Francesco Russo

Let $Y\subseteq \mathbb{R}^n$ be a closed definable subset and $X\subseteq \mathbb{R}^n$ be a smooth manifold. We construct a version of Morse theory for the restriction to $X$ of the Euclidean distance function from $Y$. This is done using…

Algebraic Geometry · Mathematics 2026-05-12 Andrea Guidolin , Antonio Lerario , Isaac Ren , Martina Scolamiero

We present a slightly different formulation of Zak's theorem on tangencies as well as some applications. In particular, we obtain a better bound on the dimension of the dual variety of a manifold and we classify extremal and…

Algebraic Geometry · Mathematics 2012-03-02 José Carlos Sierra

In a recent paper, Drusvyatskiy, Lee, Ottaviani, and Thomas establish a "transfer principle" by means of which the Euclidean distance degree of an orthogonally-stable matrix variety can be computed from the Euclidean distance degree of its…

Algebraic Geometry · Mathematics 2018-12-11 Arthur Bik , Jan Draisma
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