이지운 교수
Ji Oon Lee
KAIST 수리과학과 · 수학
연구실 소개
이지운 교수의 연구실은 랜덤 매트릭스 이론과 many-body 양자 시스템의 수학적 분석을 중심으로 하며, 특히 Wigner 매트릭스에 대각행렬을 더한 구조의 고유값 분포와 그 통계적 성질을 깊이 있게 연구하고 있습니다. 특히, 극단 고유값의 분포가 Tracy–Widom 분포로 수렴함을 증명하고, 보편성 원리에 기반한 스펙트럼 통계의 일반화를 추구합니다. 또한, 양자 many-body 시스템에서의 Hartree 동역학으로의 수렴 속도와 상대론적 중력 상호작용을 고려한 평균장 근사의 정밀도를 수학적으로 분석하는 데도 기여하고 있습니다. 이는 현대 수리물리학과 통계역학의 핵심 문제를 수학적으로 해석하는 데 기여하고 있습니다.
연구 현황
연구 성과 추이
표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.
주요 논문
15We consider N × N random matrices of the form H = W + V where W is a real symmetric Wigner matrix and V a random or deterministic, real, diagonal matrix whose entries are independent of W. We assume subexponential decay for the matrix entries of W and we choose V so that the eigenvalues of W and V are typically of the same order. For a large class of diagonal matrices V, we show that the rescaled distribution of the extremal eigenvalues is given by the Tracy–Widom distribution F 1 in the limit o
We consider $N\times N$ random matrices of the form $H=W+V$ where $W$ is a real symmetric or complex Hermitian Wigner matrix and $V$ is a random or deterministic, real, diagonal matrix whose entries are independent of $W$. We assume subexponential decay for the matrix entries of $W$, and we choose $V$ so that the eigenvalues of $W$ and $V$ are typically of the same order. For a large class of diagonal matrices $V$, we show that the local statistics in the bulk of the spectrum are universal in th
The mean field dynamics of an N-particle weekly interacting Boson system can be described by the nonlinear Hartree equation. In this paper, we present estimates on the 1/N rate of convergence of many-body Schrödinger dynamics to the one-body nonlinear Hartree dynamics with factorized initial data with two-body interaction potential V in \documentclass[12pt]{minimal}\begin{document}$L^3 (\mathbb {R}^3)+ L^{\infty } (\mathbb {R}^3)$\end{document}L3(R3)+L∞(R3).
We consider the semi-relativistic system of N gravitating Bosons with gravitation constant G. The time evolution of the system is described by the relativistic dispersion law, and we assume the mean-field scaling of the interaction where N → ∞ and G → 0 while GN = λ fixed. In the super-critical regime of large λ, we introduce the regularized interaction where the cutoff vanishes as N → ∞. We show that the difference between the many-body semi-relativistic Schrödinger dynamics and the correspondi
We consider large-dimensional Hermitian or symmetric random matrices of the form [Formula: see text], where [Formula: see text] is a Wigner matrix and [Formula: see text] is a real diagonal matrix whose entries are independent of [Formula: see text]. For a large class of diagonal matrices [Formula: see text], we prove that the fluctuations of linear spectral statistics of [Formula: see text] for [Formula: see text] test function can be decomposed into that of [Formula: see text] and of [Formula:
We consider sample covariance matrices of the form $\mathcal{Q}=(\Sigma^{1/2}X)(\Sigma^{1/2}X)^{*}$, where the sample $X$ is an $M\times N$ random matrix whose entries are real independent random variables with variance $1/N$ and where $\Sigma$ is an $M\times M$ positive-definite deterministic matrix. We analyze the asymptotic fluctuations of the largest rescaled eigenvalue of $\mathcal{Q}$ when both $M$ and $N$ tend to infinity with $N/M\to d\in(0,\infty)$. For a large class of populations $\Si
We consider the spectral properties of sparse stochastic block models, where $N$ vertices are partitioned into $K$ balanced communities. Under an assumption that the intra-community probability and inter-community probability are of similar order, we prove a local semicircle law up to the spectral edges, with an explicit formula on the deterministic shift of the spectral edge. We also prove that the fluctuation of the extremal eigenvalues is given by the GOE Tracy–Widom law after rescaling and c
Nous considérons l’énergie libre du modèle sphérique bipartite de Sherrington–Kirkpatrick et déterminons l’énergie libre limite à chaque température. Nous prouvons également la convergence de la loi des fluctuations de l’énergie libre à température non critique. La limite est donnée par la distribution Gaussienne pour toutes les températures élevées et par la distribution de Tracy–Widom GOE pour toutes les températures basses. Le résultat est universel et l’analyse est applicable à un cadre plus
We study the statistical decision process of detecting the signal from a `signal+noise' type matrix model with an additive Wigner noise. We propose a hypothesis test based on the linear spectral statistics of the data matrix, which does not depend on the distribution of the signal or the noise. The test is optimal under the Gaussian noise if the signal-to-noise ratio is small, as it minimizes the sum of the Type-I and Type-II errors. Under the non-Gaussian noise, the test can be improved with an
대표 연구 분야
이지운 교수의 연구를 Nubint에서 더 깊이 살펴보세요
이 연구실의 논문을 앱에서 열어 AI와 함께 읽고, 핵심을 요약하고, 내 글에 인용하세요.