English

Euclidean distance degree in manifold optimization

Optimization and Control 2025-02-17 v1 Algebraic Geometry Differential Geometry

Abstract

We determine the Euclidean distance degrees of the three most common manifolds arising in manifold optimization: flag, Grassmann, and Stiefel manifolds. For the Grassmannian, we will also determine the Euclidean distance degree of an important class of Schubert varieties that often appear in applications. Our technique goes further than furnishing the value of the Euclidean distance degree; it will also yield closed-form expressions for all stationary points of the Euclidean distance function in each instance. We will discuss the implications of these results on the tractability of manifold optimization problems.

Keywords

Cite

@article{arxiv.2502.10336,
  title  = {Euclidean distance degree in manifold optimization},
  author = {Zehua Lai and Lek-Heng Lim and Ke Ye},
  journal= {arXiv preprint arXiv:2502.10336},
  year   = {2025}
}

Comments

14 pages

R2 v1 2026-06-28T21:44:43.219Z