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Lim, Sungbin (임성빈)

Department
Graduate School of Artificial Intelligence(인공지능대학원)
Website
https://sites.google.com/view/sungbin/
Lab
Learning Intelligent Machine Lab. (LIM Lab)
Research Keywords
기계학습, 인공지능, 인과학습, 확률적 최적화, 최적 제어, Machine Learning, Artificial Intelligence, Causal Learning, Stochastic Optimization, Optimal Control
Research Interests
Our research interest is focused on Artificial Intelligence (AI) and its applications to industrial and scientific problems. Specifically, we pursue principled approaches to incomplete data problems in machine learning via the view of statistics and mathematics. These topics are profoundly related to statistical learning, meta learning, and causal reasoning. Currently, we are working with the following research topics:- Causal Learning- Stochastic Optimization- Planning / Reinforcement Learning- Automated Machine Learning
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Issue DateTitleAuthor(s)TypeViewAltmetrics
2019-07A SOBOLEV SPACE THEORY FOR STOCHASTIC PARTIAL DIFFERENTIAL EQUATIONS WITH TIME-FRACTIONAL DERIVATIVESKim, Ildoo; Kim, Kyeong-Hun; Lim, SungbinARTICLE128 A SOBOLEV SPACE THEORY FOR STOCHASTIC PARTIAL DIFFERENTIAL EQUATIONS WITH TIME-FRACTIONAL DERIVATIVES
2017-01An L-q(L-p)-theory for the time fractional evolution equations with variable coefficientsKim, Ildoo; Kim, Kyeong-Hun; Lim, SungbinARTICLE106 An L-q(L-p)-theory for the time fractional evolution equations with variable coefficients
2016-10An L (q) (L (p) )-Theory for Parabolic Pseudo-Differential Equations: Caldern-Zygmund ApproachKim, Ildoo; Lim, Sungbin; Kim, Kyeong-HunARTICLE84 An L (q) (L (p) )-Theory for Parabolic Pseudo-Differential Equations: Caldern-Zygmund Approach
2016-07ASYMPTOTIC BEHAVIORS OF FUNDAMENTAL SOLUTION AND ITS DERIVATIVES TO FRACTIONAL DIFFUSION-WAVE EQUATIONSKim, Kyeong-Hun; Lim, SungbinARTICLE87 ASYMPTOTIC BEHAVIORS OF FUNDAMENTAL SOLUTION AND ITS DERIVATIVES TO FRACTIONAL DIFFUSION-WAVE EQUATIONS
2016-04Parabolic Littlewood-Paley inequality for a class of time-dependent pseudo-differential operators of arbitrary order, and applications to high-order stochastic PDEKim, Ildoo; Kim, Kyeong-Hun; Lim, SungbinARTICLE92 Parabolic Littlewood-Paley inequality for a class of time-dependent pseudo-differential operators of arbitrary order, and applications to high-order stochastic PDE
2015-07Parabolic BMO estimates for pseudo-differential operators of arbitrary orderKim, Ildoo; Kim, Kyeong-Hun; Lim, SungbinARTICLE90 Parabolic BMO estimates for pseudo-differential operators of arbitrary order

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