(2026)
Reduced Varying Coefficient Models for Regional Quantile Regression with Multiple Responses.
BIOMETRICS.
(2025)
Transfer learning under large-scale low-rank regression models.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION.
00,
(2024)
EFFICIENT FUNCTIONAL LASSO KERNEL SMOOTHING FOR HIGH-DIMENSIONAL ADDITIVE REGRESSION.
ANNALS OF STATISTICS.
52,
4
(2024)
Low-Rank Regression Models for Multiple Binary Responses and their Applications to Cancer Cell-Line Encyclopedia Data.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION.
119,
545
(2023)
Debiased inference for heterogeneous subpopulations in a high-dimensional logistic regression model.
SCIENTIFIC REPORTS.
13,
1
(2023)
Regional quantile regression for multiple responses.
COMPUTATIONAL STATISTICS & DATA ANALYSIS.
188,
-
(2023)
Varying-coefficients for regional quantile via KNN-based LASSO with applications to health outcome study.
STATISTICS IN MEDICINE.
42,
22
(2023)
Quantile forward regression for high-dimensional survival data.
LIFETIME DATA ANALYSIS.
29,
4
(2022)
Penalized kernel quantile regression for varying coefficient models.
JOURNAL OF STATISTICAL PLANNING AND INFERENCE.
217,
(2021)
Hypothesis testing of varying coefficients for regional quantiles.
COMPUTATIONAL STATISTICS & DATA ANALYSIS.
159,
(2020)
poisson reduced-rank models with an application to political text data.
BIOMETRIKA.
(2020)
Time-dependent Poisson reduced rank models for political text data analysis.
COMPUTATIONAL STATISTICS & DATA ANALYSIS.
142,
(2018)
ESTIMATION OF ERRORS-IN-VARIABLES PARTIALLY LINEAR ADDITIVE MODELS.
STATISTICA SINICA.
28,
4
(2016)
Local linear smoothing for sparse high dimensional varying coefficient models.
ELECTRONIC JOURNAL OF STATISTICS.
10,
1
(2015)
Varying Coefficient Regression Models: A Review and New Developments.
INTERNATIONAL STATISTICAL REVIEW.
83,
1
(2014)
Model Selection via Bayesian Information Criterion for Quantile Regression Models.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION.
109,
505
(2014)
Component selection in additive quantile regression models.
JOURNAL OF THE KOREAN STATISTICAL SOCIETY.
43,
1
(2012)
Principal component analysis in very high-dimensional spaces.
STATISTICA SINICA.
22,
3
(2012)
Sparse estimation in functional linear regression..
JOURNAL OF MULTIVARIATE ANALYSIS.
105,
1
(2009)
Bootstrap-based penalty choice for the lasso, achieving oracle performance..
STATISTICA SINICA.
19,
2
수상/공훈
2025 SKKU Rising-Fellowship
제2회 올해의 대한민국 통계연구자상
한국연구재단 기본연구과제
한국연구재단 신진연구과제 “고차원자료 분석을 위한 비모수 커널평활방법론의 개발”, 책임연구자, 2016-2019
Uni. of Mannheim GESS Best Paper Award, 2014
The 2nd Institute of Mathematical Statistics Asia Pacific Meeting Travel Grant Award, 2012