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He Lyu

2 papers hereh-index 690 citations15 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • math.NA1
same name
  • He Lyu — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedManifold Denoising by Nonlinear Robust Principal Component Analysis

9 citations · 9 across the 2 of their papers we have counts for

collaborators

2 papers

math.NA2022

Perturbation of invariant subspaces for ill-conditioned eigensystem

He Lyu, Rongrong Wang

Given a diagonalizable matrix A, we study the stability of its invariant subspaces when its matrix of eigenvectors is ill-conditioned. Let X1​ be some invariant subsp…

cs.LG2019★ 9 cited

Manifold Denoising by Nonlinear Robust Principal Component Analysis

He Lyu, Ningyu Sha, Shuyang Qin +3

This paper extends robust principal component analysis (RPCA) to nonlinear manifolds. Suppose that the observed data matrix is the sum of a sparse component and a component drawn f…

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