arXiv Open Access 2021

Van Trees inequality, group equivariance, and estimation of principal subspaces

Martin Wahl
Lihat Sumber

Abstrak

We establish non-asymptotic lower bounds for the estimation of principal subspaces. As applications, we obtain new results for the excess risk of principal component analysis and the matrix denoising problem.

Topik & Kata Kunci

Penulis (1)

M

Martin Wahl

Format Sitasi

Wahl, M. (2021). Van Trees inequality, group equivariance, and estimation of principal subspaces. https://arxiv.org/abs/2107.08723

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2021
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓