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Seong-sik Jeong

3 papers hereh-index 324 citations16 works total

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

author position
  • sole author2
  • first author1

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

fields
  • math.OC2
  • stat.ML1

identity via Semantic Scholar / OpenAlex

most citedConvergence analysis of t-SNE as a gradient flow for point cloud on a manifold

1 citations · 1 across the 3 of their papers we have counts for

collaborators

3 papers

math.OC2025

An alternative definition for c-convex functions and another synthetic statement of MTW condition

Seonghyeon Jeong

The main theorem of this paper states that the c-convexity and the alternative c-convexity are equivalent if and only if the cost function c satisfies MTW condition. The alternativ…

math.OC2024

Quadratic optimal transportation problem with a positive semi definite structure on the cost function

Seonghyeon Jeong

Optimal transportation problem seeks for a coupling π of two probability measures μ and ν which minimize the total cost ∫cdπ, which is linear in π. In this paper, we…

stat.ML2024★ 1 cited

Convergence analysis of t-SNE as a gradient flow for point cloud on a manifold

Seonghyeon Jeong, Hau-Tieng Wu

We present a theoretical foundation regarding the boundedness of the t-SNE algorithm. t-SNE employs gradient descent iteration with Kullback-Leibler (KL) divergence as the objectiv…

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