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Sungkyu Jung

3 papers here

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

author position
  • middle author1
  • last author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • math.PR1
  • stat.ME1
  • stat.ML1
ORCID 0000-0002-6023-8956
same name
  • Sungkyu Jung — 4 papers, h 15

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

activity
20162024
most citedSparse Generalized Eigenvalue Problem with Application to Canonical Correlation Analysis for Integrative Analysis of Methylation and Gene Expression Data

2 citations · 4 across the 3 of their papers we have counts for

collaborators

3 papers

stat.ML2024

Robust SVD Made Easy: A fast and reliable algorithm for large-scale data analysis

Sangil Han, Kyoowon Kim, Sungkyu Jung

The singular value decomposition (SVD) is a crucial tool in machine learning and statistical data analysis. However, it is highly susceptible to outliers in the data matrix. Existi…

math.PR2023★ 2 cited

A genericity property of Fréchet sample means on Riemannian manifolds

David Groisser, Sungkyu Jung, Armin Schwartzman

Let (M,g) be a Riemannian manifold. If μ is a probability measure on M given by a continuous density function, one would expect the Fréchet means of data-samples $Q=(q_1,q_2,…

stat.ME2016★ 2 cited

Sparse Generalized Eigenvalue Problem with Application to Canonical Correlation Analysis for Integrative Analysis of Methylation and Gene Expression Data

Sandra E. Safo, Jeongyoun Ahn, Yongho Jeon +1

We present a method for individual and integrative analysis of high dimension, low sample size data that capitalizes on the recurring theme in multivariate analysis of projecting h…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.