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Ildoo Kim

Korea University · Mathematics

About the Lab

Professor Ildoo Kim's research lab specializes in mathematical analysis of stochastic and fractional partial differential equations, with a focus on developing rigorous $L_p$- and $L_q(L_p)$-theories for both linear and quasi-linear SPDEs. The lab investigates the existence, uniqueness, and regularity of solutions to equations with Caputo-type time derivatives and random noise, often employing advanced tools from harmonic analysis and stochastic calculus. In parallel, the lab explores innovative deep learning techniques, particularly in test-time augmentation and spatially aware neural network architectures, aiming to improve model robustness and feature representation. The interdisciplinary work bridges theoretical PDEs with practical applications in machine learning and data science.

stochastic PDEsfractional derivativesL_p-theorydeep learningtest-time augmentation

Research Overview

Papers
38
Total Citations
361
Papers (5y)
11
Primary Field
Mathematics

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
11total
2019
2020
2023
2024
2025
Citations per year (5y)
39total
20192020202320242025

Selected Papers

15
1
Article|88 citations·2016
An L(L)-theory for the time fractional evolution equations with variable coefficients
Ildoo Kim, Kyeong-Hun Kim, Sungbin Lim
SJR Q1FWCI 5.2Advances in Mathematics
Modeling and SimulationMathematics
4
Article|22 citations·2019
A Sobolev space theory for stochastic partial differential equations with time-fractional derivatives
Ildoo Kim, Kyeong-hun Kim, Sungbin Lim
SJR Q1FWCI 1.6The Annals of ProbabilityOA

In this article, we present an $L_{p}$-theory ($p\geq 2$) for the semi-linear stochastic partial differential equations (SPDEs) of type \begin{equation*}\partial^{\alpha }_{t}u=L(\omega ,t,x)u+f(u)+\partial^{\beta }_{t}\sum_{k=1}^{\infty }\int^{t}_{0}(\Lambda^{k}(\omega,t,x)u+g^{k}(u))\,dw^{k}_{t},\end{equation*} where $\alpha \in (0,2)$, $\beta <\alpha +\frac{1}{2}$ and $\partial^{\alpha }_{t}$ and $\partial^{\beta }_{t}$ denote the Caputo derivatives of order $\alpha $ and $\beta $, respective

Modeling and SimulationMathematics
5
Article|20 citations·2015
Parabolic BMO estimates for pseudo-differential operators of arbitrary order
Ildoo Kim, Kyeong-Hun Kim, Sungbin Lim
SJR Q1FWCI 4.7Journal of Mathematical Analysis and ApplicationsOA
Computational Theory and MathematicsComputer Science
6
Article|17 citations·2017
An 𝐿_{𝑝}-theory for diffusion equations related to stochastic processes with non-stationary independent increment
Ildoo Kim, Kyeong-Hun Kim, Panki Kim
SJR Q1FWCI 0.7Transactions of the American Mathematical SocietyOA

Let <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="upper X equals left-parenthesis upper X Subscript t Baseline right-parenthesis Subscript t greater-than-or-equal-to 0"> <mml:semantics> <mml:mrow> <mml:mi>X</mml:mi> <mml:mo>=</mml:mo> <mml:mo stretchy="false">(</mml:mo> <mml:msub> <mml:mi>X</mml:mi> <mml:mi>t</mml:mi> </mml:msub> <mml:msub> <mml:mo stretchy="false">)</mml:mo> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mi>t</mml:mi> <mm

Computational Theory and MathematicsComputer Science
7
Article|14 citations·2016
An L q (L p )-Theory for Parabolic Pseudo-Differential Equations: Calderón-Zygmund Approach
Ildoo Kim, Sungbin Lim, Kyeong-Hun Kim
SJR Q1FWCI 1.1Potential Analysis
Computational Theory and MathematicsComputer Science
10
Article|13 citations·2015
A Hölder Regularity Theory for a Class of Non-Local Elliptic Equations Related to Subordinate Brownian Motions
Ildoo Kim, Kyeong-Hun Kim
SJR Q1FWCI 1.1Potential Analysis
Applied MathematicsMathematics
13
Article|10 citations·2015
Parabolic Littlewood–Paley inequality for a class of time-dependent pseudo-differential operators of arbitrary order, and applications to high-order stochastic PDE
Ildoo Kim, Kyeong-Hun Kim, Sungbin Lim
SJR Q1FWCI 3.2Journal of Mathematical Analysis and Applications
Applied MathematicsMathematics
14
Preprint|9 citations·2015
An $L_q(L_p)$-theory for the time fractional evolution equations with variable coefficients
Ildoo Kim, Kyeong-Hun Kim, Sungbin Lim
arXiv (Cornell University)OA

We introduce an $L_q(L_p)$-theory for the quasi-linear fractional equations of the type $$ \partial^α_t u(t,x)=a^{ij}(t,x)u_{x^i x^j}(t,x)+f(t,x,u), \quad t&gt;0, \,x\in \mathbf{R}^d. $$ Here, $α\in (0,2)$, $p,q&gt;1$, and $\partial^α_t$ is the Caupto fractional derivative of order $α$. Uniqueness, existence, and $L_q(L_p)$-estimates of solutions are obtained. The leading coefficients $a^{ij}(t,x)$ are assumed to be piecewise continuous in $t$ and uniformly continuous in $x$. In particular $a^{i

Modeling and SimulationMathematics
15
Article|8 citations·2023
A weighted $$L_p$$-regularity theory for parabolic partial differential equations with time-measurable pseudo-differential operators
Jae-Hwan Choi, Ildoo Kim
SJR Q2FWCI 4.0Journal of Pseudo-Differential Operators and Applications
Mathematical PhysicsMathematics

Research Areas

Applied MathematicsFinanceComputational Theory and MathematicsModeling and SimulationMathematical Physics

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