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7 - Embedded submanifolds: examples

Published online by Cambridge University Press:  09 March 2023

Nicolas Boumal
Affiliation:
École Polytechnique Fédérale de Lausanne
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Summary

This chapter details how to work on several manifolds of practical interest, focusing on embedded submanifolds of linear spaces. It provides two tables which point to Manopt implementations of those manifolds, and to the various places in the book where it is explained how to work with products of manifolds. The manifolds detailed in this chapter include Euclidean spaces, unit spheres, the Stiefel manifold (orthonormal matrices), the orthogonal group and associated group of rotations, the manifold of matrices with a given size and rank and hyperbolic space in the hyperboloid model. It further discusses geometric tools for optimization on a manifold defined by (regular) constraints $h(x) = 0$ in general. That last section notably makes it possible to connect concepts from Riemannian optimization with classical concepts from constrained optimization in linear spaces, namely, Lagrange multipliers and KKT conditions under linear independence constraint qualifications (LICQ).

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Publisher: Cambridge University Press
Print publication year: 2023

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  • Embedded submanifolds: examples
  • Nicolas Boumal, École Polytechnique Fédérale de Lausanne
  • Book: An Introduction to Optimization on Smooth Manifolds
  • Online publication: 09 March 2023
  • Chapter DOI: https://doi.org/10.1017/9781009166164.008
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  • Embedded submanifolds: examples
  • Nicolas Boumal, École Polytechnique Fédérale de Lausanne
  • Book: An Introduction to Optimization on Smooth Manifolds
  • Online publication: 09 March 2023
  • Chapter DOI: https://doi.org/10.1017/9781009166164.008
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Embedded submanifolds: examples
  • Nicolas Boumal, École Polytechnique Fédérale de Lausanne
  • Book: An Introduction to Optimization on Smooth Manifolds
  • Online publication: 09 March 2023
  • Chapter DOI: https://doi.org/10.1017/9781009166164.008
Available formats
×