경제대학 - 통계학과

  • 교수 고차원 통계모형
  • 이은령 홈페이지 바로가기
  • 2025 SKKU Rising-Fellowship

관심분야

 고차원 통계모형, 모형 선택, 비모수 함수 추정

학력

  • (M.S./Ph.D.) 서울대학교 자연과학대학 통계학과 2004.3-2011.2
  • (B.S.) 서울대학교 자연과학대학 통계학과 2000.3-2004.2

약력/경력

  • 독일만하임대학교 경제학과 박사후연구원, 2011.3-2016.2
  • 독일하이델베르그대학교 응용수학과 박사후연구원, 2015.1-2016.2
  • 성균관대학교 조교수, 2016. 3-2020.2
  • 성균관대학교 부교수, 2020. 3-

학술지 논문

  • (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
  • 서울대학교 자연과학대학 우수박사학위 논문상, 2011
  • 서울대학교 자연과학대학 통계학과 우등졸업, 2003