Curvatures of Stiefel manifolds with deformation metrics

05/05/2021
by   Du Nguyen, et al.
0

We compute curvatures of a family of tractable metrics on Stiefel manifolds, introduced recently by Hüper, Markina and Silva Leite, which includes the well-known embedded and canonical metrics on Stiefel manifolds as special cases. The metrics could be identified with the Cheeger deformation metrics. We identify parameter values in the family to make a Stiefel manifold an Einstein manifold and show Stiefel manifolds always carry an Einstein metric. We analyze the sectional curvature range and identify the parameter range where the manifold has non-negative sectional curvature. We provide the exact sectional curvature range when the number of columns in a Stiefel matrix is 2, and a conjectural range for other cases. We derive the formulas from two approaches, one from a global curvature formula derived in our recent work, another using curvature formulas for left-invariant metrics. The second approach leads to curvature formulas for Cheeger deformation metrics on normal homogeneous spaces.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/12/2021

Closed-form geodesics and trust-region method to calculate Riemannian logarithms on Stiefel and its quotient manifolds

We provide two closed-form geodesic formulas for a family of metrics on ...
research
09/21/2020

Operator-valued formulas for Riemannian Gradient and Hessian and families of tractable metrics in optimization and machine learning

We provide an explicit formula for the Levi-Civita connection and Rieman...
research
07/19/2023

Geometry in global coordinates in mechanics and optimal transport

For a manifold embedded in an inner product space, we express geometric ...
research
10/29/2021

Most probable paths for anisotropic Brownian motions on manifolds

Brownian motion on manifolds with non-trivial diffusion coefficient can ...
research
09/19/2023

On Explicit Curvature Regularization in Deep Generative Models

We propose a family of curvature-based regularization terms for deep gen...
research
10/09/2012

Optimization in Differentiable Manifolds in Order to Determine the Method of Construction of Prehistoric Wall-Paintings

In this paper a general methodology is introduced for the determination ...
research
10/31/2022

Study of Manifold Geometry using Multiscale Non-Negative Kernel Graphs

Modern machine learning systems are increasingly trained on large amount...

Please sign up or login with your details

Forgot password? Click here to reset