Lab directory
Jung, Paul
Jung, Paul
KAIST · Mathematical Sciences
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Professor
Prof. 폴정
Professor's page · publicationsAbout
확률론을 연구하며, 무거운 꼬리(heavy-tailed)를 갖는 무한가분 확률과정과 랜덤행렬, 교환가능(exchangeable) 확률 구조를 다룬다. 음의 종속성을 갖는 무거운 꼬리 정상 무한가분 과정에 대한 함수형 중심극한정리 연구로 대한수학회 우수논문상을 수상하였다.
Research keywords
TopologyGeometric Group Theory
Selected publications
- Deep neural networks with dependent weights: Gaussian Process mixture limit, heavy tails, sparsity and compressibilityJournal of Machine Learning Research 24(289) · 2023
- Over-parameterised Shallow Neural Networks with Asymmetrical Node Scaling: Global Convergence Guarantees and Feature LearningTransactions on Machine Learning Research · 2025
- α-Stable convergence of heavy-tailed infinitely-wide neural networksarXiv preprint (math.PR / stat.ML) · 2021
- Macroscopic and edge behavior of a planar jelliumJournal of Mathematical Physics 61 · 2020
- Extreme eigenvalue statistics of m-dependent heavy-tailed matricesarXiv preprint (math.PR) · 2019
Other labs in this department
- Optimization Lab
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Operations Research, Financial Mathematics
- Algebra Lab
Sijong Kwak
Algebra, Algebraic Geometry, Commutative Algebra
- Nonlinear Analysis Lab
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Partial differential equations
- Applied Mathematics Lab
Dongsu Kim
Combinatorial Theory, Enumerative Combinatorics
- Kim, Yong Jung
Yong Jung Kim
Applied Mathematics, Partial Differential Equations
- Mathematical Biology Lab
Jae Kyoung Kim
Mathematical Biology