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교수진

전임교수

  • 부교수 인과추론 / 베이지안 비모수
  • 김찬민 홈페이지 바로가기
    Lab Bayesian Causal Inference Group
CV1

관심분야

베이지안 비모수 / 인과추론

학력

  • (Ph.D.) University of Florida, 통계학 박사, 2013
  • (M.A.) Columbia University, 통계학 석사, 2008
  • (B.A. & B.B.A) 서강대학교, 경영&사학 학사, 2006

약력/경력

  • UC San Diego 방문교수 2026.1-2027.1
  • 보스턴 대학교 조교수 2017.9-2019.12
  • 하버드 대학교 박사후 연구원 2014.7-2017.8

학술지 논문

  • (2026)  Bayesian Variable Selection for High-Dimensional Mediation Analysis: Application to Metabolomics Data in Epidemiological Studies.  STATISTICS IN MEDICINE.  45,  1
  • (2025)  Bayesian MINBM: addressing multiple inflated values in discrete data.  Communications for Statistical Applications and Methods.  32,  6
  • (2025)  Estimating Causal Treatment Effects in the Sequential Parallel Comparison Design (SPCD).  STATISTICS IN MEDICINE.  44,  25-27
  • (2025)  bartcs: An R Package for Bayesian Nonparametric Adjustment for Confounding.  R JOURNAL.  17,  2
  • (2025)  Bayesian nonparametric trees for principal causal effect.  BIOMETRICS.  81,  1
  • (2025)  Menopausal stage transitions and their associations with overall and individual sleep quality in middle-aged Korean women.  JOURNAL OF AFFECTIVE DISORDERS.  368,  .
  • (2024)  Bayesian Nonparametric Model for Heterogeneous Treatment Effects With Zero-Inflated Data.  STATISTICS IN MEDICINE.  43,  30
  • (2024)  Overactive bladder and cognitive impairment in middle-aged women: A cross-sectional study.  MATURITAS.  187,  .
  • (2024)  Early-onset vasomotor symptoms and development of depressive symptoms among premenopausal women.  JOURNAL OF AFFECTIVE DISORDERS.  354,  .
  • (2024)  Utilizing local likelihood in regression discontinuity design: Investigating the impact of antiretroviral therapy eligibility on retention in clinical HIV care in South Africa.  STATISTICS IN MEDICINE.  43,  8
  • (2024)  Human papillomavirus infection and cardiovascular mortality: a cohort study.  EUROPEAN HEART JOURNAL.  45,  12
  • (2024)  Multivariate probit linear mixed models for multivariate longitudinal binary data.  STATISTICS IN MEDICINE.  43,  8
  • (2023)  History of Gestational Diabetes and Incident Nonalcoholic Fatty Liver Disease: The Kangbuk Samsung Health Study.  AMERICAN JOURNAL OF GASTROENTEROLOGY.  118,  11
  • (2023)  Serum 25-Hydroxyvitamin D Levels and Risk of Colorectal Cancer: An Age-Stratified Analysis.  GASTROENTEROLOGY.  165,  4
  • (2023)  Characterizing temporal trends in populations exposed to aircraft noise around U.S. airports: 1995–2015.  JOURNAL OF EXPOSURE SCIENCE AND ENVIRONMENTAL EPIDEMIOLOGY.  .,  .
  • (2023)  Dirichlet process mixture models using matrix-generalized half-t distribution.  STAT.  12,  1
  • (2023)  A Bayesian method for multinomial probit model.  JOURNAL OF THE KOREAN STATISTICAL SOCIETY.  52,  1
  • (2023)  도시공원 면적이 유아 행복감에 미치는 영향에 대한 인과관계 연구.  응용통계연구.  36,  1
  • (2023)  Bayesian nonparametric adjustment of confounding.  BIOMETRICS.  79,  4
  • (2022)  Robust probit linear mixed models for longitudinal binary data.  BIOMETRICAL JOURNAL.  64,  7

수상/공훈

  • Mitchell Prize (2nd place), International Society for Bayesian Analysis (2020)
  • Biometrics Section Paper Award, American Statistical Association (2017)
  • Data Analysis Competition Award (Winner), IASC (2013)
  • Sackler Travel Award, NSF (2015)
  • Boyd Harshbarger Travel Award, SRCOS (2012)
  • Travel Award, Centre de Recherches Mathematiques (CRM), U of Montreal (2011)
  • SKKU Research Excellence (2024)
  • SKKU Teaching Excellence (2024, 2023, 2022)