경제대학 - 경제대학

  • 부교수 베이지안 비모수 / 인과분석
  • 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

  • 보스턴 대학교 조교수 2017.9-2019.12
  • 하버드 대학교 박사후 연구원 2014.7-2017.8

학술지 논문

  • (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.  .,  .
  • (2024)  Multivariate probit linear mixed models for multivariate longitudinal binary data.  STATISTICS IN MEDICINE.  .,  .
  • (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
  • (2022)  Comparison of tree-based ensemble models for regression.  Communications for Statistical Applications and Methods.  29,  5
  • (2022)  Bayesian additive regression trees in spatial data analysis with sparse observations.  JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION.  92,  15
  • (2022)  Assessing treatment benefit in the presence of placebo response using the sequential parallel comparison design.  STATISTICS IN MEDICINE.  41,  12
  • (2021)  Measuring rater bias in diagnostic tests with ordinal ratings.  STATISTICS IN MEDICINE.  40,  17
  • (2021)  Bayesian Mixed Effects Model and Data Visualization for Understanding Item Response Time and Response Order in Open Online Assessment.  Frontiers in Education.  5,  607260
  • (2020)  Health effects of power plant emissions through ambient air quality.  JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY.  183,  4
  • (2019)  BAYESIAN METHODS FOR MULTIPLE MEDIATORS: RELATING PRINCIPAL STRATIFICATION AND CAUSAL MEDIATION IN THE ANALYSIS OF POWER PLANT EMISSION CONTROLS.  ANNALS OF APPLIED STATISTICS.  13,  3
  • (2019)  Deviance information criteria for mixtures of distributions.  COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION.  50,  10
  • (2018)  Impacts of air pollution on gynecologic disease: infertility, menstrual irregularity, uterine fibroids, and endometriosis: a systematic review and commentary.  Current Epidemiology Reports.  5,  1
  • (2018)  A Bayesian semiparametric latent variable approach to causal mediation.  STATISTICS IN MEDICINE.  37,  7
  • (2017)  A framework for Bayesian nonparametric inference for causal effects of mediation.  BIOMETRICS.  73,  2
  • (2016)  Causal mediation analysis in the context of clinical research.  Annals of Translational Medicine.  4,  21
  • (2014)  Comparative Effectiveness of Three Doses of Weight-Loss Counseling: Two-Year Findings from the Rural LITE Trial.  OBESITY.  22,  11

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)