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임성빈 교수

Sungbin Lim

고려대학교 통계학과 · 물리·천문학

연구실 소개

임성빈 교수의 연구실은 확률적 과정과 비국소적 확산 현상, 특히 분수 Brown 운동 및 일반화된 가우시안 과정을 중심으로 이론적 분석을 수행합니다. 비정상적 확산 메커니즘을 설명하는 데 필요한 수학적 구조를 탐구하며, 특히 분수 차수와 자기유사성, 장기 의존성 등의 특성을 갖는 과정들이 물리적 현상(예: 열역학적 자유 에너지, 비정상적 확산)과 어떻게 연결되는지를 연구합니다. 또한, 신경망의 데이터 증강 기법 등 응용 분야에서도 효율적인 알고리즘 설계에 기여하는 통계적 모델링 기법을 개발하고 있습니다.

분수 Brown 운동자기유사성장기 의존성가우시안 과정비정상적 확산

연구 현황

논문 수
156
총 인용 수
2,989
최근 5년 논문
21
주요 분야
물리·천문학

연구 성과 추이

표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.

5개년 연도별 논문 게재 수
21총합
2022
2023
2024
2025
2026
5개년 연도별 피인용 수
131총합
20222023202420252026

주요 논문

15
1
논문|인용수 287·2002
Self-similar Gaussian processes for modeling anomalous diffusion
Sungbin Lim, S. V. Muniandy
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics

We study some Gaussian models for anomalous diffusion, which include the time-rescaled Brownian motion, two types of fractional Brownian motion, and models associated with fractional Brownian motion based on the generalized Langevin equation. Gaussian processes associated with these models satisfy the anomalous diffusion relation which requires the mean-square displacement to vary with t(alpha), 0<alpha<2. However, these processes have different properties, thus indicating that the anomalous dif

Modeling and SimulationMathematics
2
논문|인용수 158·2008
Langevin equation with two fractional orders
Sungbin Lim, Ming Li, Lee-Peng Teo
SJR Q2Physics Letters A
Modeling and SimulationMathematics
3
논문|인용수 104·2019
Fast AutoAugment
Sungbin Lim, Ildoo Kim, Taesup Kim, Chiheon Kim, Sungwoong Kim
Neural Information Processing Systems

Data augmentation is an essential technique for improving generalization ability of deep learning models. Recently, AutoAugment \cite{cubuk2018autoaugment} has been proposed as an algorithm to automatically search for augmentation policies from a dataset and has significantly enhanced performances on many image recognition tasks. However, its search method requires thousands of GPU hours even for a relatively small dataset. In this paper, we propose an algorithm called Fast AutoAugment that find

Computer Vision and Pattern RecognitionComputer Science
4
논문|인용수 69·2010
Fractional generalized Langevin equation approach to single-file diffusion
Chai Hok Eab, Sungbin Lim
SJR Q2Physica A Statistical Mechanics and its ApplicationsOA
Modeling and SimulationMathematics
5
논문|인용수 59·2007
Finite temperature Casimir energy in closed rectangular cavities: a rigorous derivation based on a zeta function technique
Sungbin Lim, Lee-Peng Teo
SJR Q2Journal of Physics A Mathematical and TheoreticalOA

Abstract. We derive rigorously explicit formulas of the Casimir free energy at finite temperature for massless scalar field and electromagnetic field confined in a closed rectangular cavity with different boundary conditions by zeta regularization method. We study both the low and high temperature expansions of the free energy. In each case, we write the free energy as a sum of a polynomial in temperature plus exponentially decay terms. We show that the free energy is always a decreasing functio

Atomic and Molecular Physics, and OpticsPhysics and Astronomy
6
논문|인용수 58·2001
Fractional Brownian motion and multifractional Brownian motion of Riemann-Liouville type
Sungbin Lim
Journal of Physics A Mathematical and General

The relationship between standard fractional Brownian motion (FBM) and FBM based on the Riemann-Liouville fractional integral (or RL-FBM) is clarified. The absence of stationary property in the increment process of RL-FBM is compensated by a weaker property of local stationarity, and the stationary property for the increments of the large-time asymptotic RL-FBM. Generalization of RL-FBM to the RL-multifractional Brownian motion (RL-MBM) can be carried out by replacing the constant Hölder exponen

Economics and EconometricsEconomics, Econometrics and Finance
7
논문|인용수 48·2005
Fractional derivative quantum fields at positive temperature
Sungbin Lim
SJR Q2Physica A Statistical Mechanics and its Applications
Modeling and SimulationMathematics
8
논문|인용수 47·2006
A generalized Cauchy process and its application to relaxation phenomena
Sungbin Lim, Ming Li
Journal of Physics A Mathematical and General

We study some of the basic properties of a generalized Cauchy process indexed by two parameters. The application of the Lamperti transformation to the generalized Cauchy process leads to a self-similar process which preserves the long-range dependence. The asymptotic properties of spectral density of the process are derived. Possible application of this process to model relaxation phenomena is considered.

Modeling and SimulationMathematics
9
논문|인용수 46·2003
Generalized Ornstein Uhlenbeck processes and associated self-similar processes
Sungbin Lim, S. V. Muniandy
Journal of Physics A Mathematical and General

We consider three types of generalized Ornstein–Uhlenbeck processes: the stationary process obtained from the Lamperti transformation of fractional Brownian motion, the process with stretched exponential covariance and the process obtained from the solution of the fractional Langevin equation. These stationary Gaussian processes have many common properties, such as the fact that their local covariances share a similar structure and they exhibit identical spectral densities at large frequency lim

Economics and EconometricsEconomics, Econometrics and Finance
10
논문|인용수 45·2000
On some possible generalizations of fractional Brownian motion
Sungbin Lim, S. V. Muniandy
SJR Q2Physics Letters A
Economics and EconometricsEconomics, Econometrics and Finance
11
논문|인용수 41·2004
Stochastic quantization of nonlocal fields
Sungbin Lim, S. V. Muniandy
SJR Q2Physics Letters A
Atomic and Molecular Physics, and OpticsPhysics and Astronomy
12
논문|인용수 34·2008
Gaussian fields and Gaussian sheets with generalized Cauchy covariance structure
Sungbin Lim, Lee-Peng Teo
SJR Q1Stochastic Processes and their Applications
Environmental EngineeringEnvironmental Science
13
논문|인용수 33·1995
Asymptotic properties of the fractional Brownian motion of Riemann-Liouville type
Sungbin Lim, V.M. Sithi
SJR Q2Physics Letters A
Economics and EconometricsEconomics, Econometrics and Finance
14
논문|인용수 30·2009
Analytic and Asymptotic Properties of Multivariate Generalized Linnik’s Probability Densities
Sungbin Lim, Lee-Peng Teo
SJR Q1Journal of Fourier Analysis and Applications
Statistics and ProbabilityMathematics
15
논문|인용수 30·2011
Solving Linear Coupled Fractional Differential Equations by Direct Operational Method and Some Applications
Sungbin Lim, Chai Hok Eab, Kwang Hwai Mak, Ming Li, Shengyong Chen
SJR Q2Mathematical Problems in EngineeringOA

A new direct operational inversion method is introduced for solving coupled linear systems of ordinary fractional differential equations. The solutions so‐obtained can be expressed explicitly in terms of multivariate Mittag‐Leffler functions. In the case where the multiorders are multiples of a common real positive number, the solutions can be reduced to linear combinations of Mittag‐Leffler functions of a single variable. The solutions can be shown to be asymptotically oscillatory under certain

Modeling and SimulationMathematics

대표 연구 분야

Modeling and SimulationAtomic and Molecular Physics, and OpticsEconomics and EconometricsArtificial IntelligenceNuclear and High Energy PhysicsComputer Vision and Pattern Recognition

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