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교수진

전임교수

  • 교수 혼합모형
  • 서병태 홈페이지 바로가기

관심분야

 혼합모형, 비모수적 분포추정, 최소거리 추정

학력

  • (박사) 펜실베니아 주립대학교
  • (학사) 서울대학교

약력/경력

  • 텍사스 공과대학 수학통계학과 조교수 (2007~2011)
  • 성균관대학교 교수 (2011 ~ )
  • 한국통계학회 교육이사 (2016)
  • 한국통계학회 사업이사 (2021~2022)
  • 한국통계학회 학술이사 (2025 ~ )

학술지 논문

  • (2025)  Penalized maximum likelihood estimation with nonparametric Gaussian scale mixture errors.  COMPUTATIONAL STATISTICS & DATA ANALYSIS.  211, 
  • (2025)  Mixture of Partially Linear Experts.  STAT.  14,  2
  • (2024)  Adaptive Learning in Robust Linear Regression With a Semiparametric Skew-Normal Scale Mixture Distribution.  STAT.  13,  4
  • (2024)  Finite mixture of semiparametric multivariate skew-normal distributions.  COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION.  53,  11
  • (2024)  Semiparametric accelerated failure time models under unspecified random effect distributions.  COMPUTATIONAL STATISTICS & DATA ANALYSIS.  195,  1
  • (2024)  Semiparametric mixture of linear regressions with nonparametric Gaussian scale mixture errors.  ADVANCES IN DATA ANALYSIS AND CLASSIFICATION.  18,  1
  • (2023)  Merging Components in Linear Gaussian Cluster-Weighted Models.  JOURNAL OF CLASSIFICATION.  40,  1
  • (2023)  Accelerated failure time modeling via nonparametric mixtures.  BIOMETRICS.  79,  1
  • (2022)  Density deconvolution under a k-monotonicity constraint.  STATISTICS AND COMPUTING.  32,  5
  • (2021)  Omnibus goodness of fit test based on quadratic distance.  JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION.  91,  18
  • (2021)  Semiparametric estimation for nonparametric frailty models using nonparametric maximum likelihood approach.  STATISTICAL METHODS IN MEDICAL RESEARCH.  30,  11
  • (2021)  Modal linear regression using log-concave distributions.  JOURNAL OF THE KOREAN STATISTICAL SOCIETY.  50,  2
  • (2020)  Semiparametric estimation for linear regression with symmetric errors.  COMPUTATIONAL STATISTICS & DATA ANALYSIS.  152,  1
  • (2017)  The doubly smoothed maximum likelihood estimation for location-shifted semiparametric mixtures.  COMPUTATIONAL STATISTICS & DATA ANALYSIS.  108,  1
  • (2017)  Adaptive robust regression with continuous Gaussian scale mixture errors.  JOURNAL OF THE KOREAN STATISTICAL SOCIETY.  46,  1
  • (2016)  Semiparametric mixture: Continuous scale mixture approach.  COMPUTATIONAL STATISTICS & DATA ANALYSIS.  103,  1
  • (2016)  Semiparametric maximum likelihood estimation of stochastic frontier model with errors-in-variables.  JOURNAL OF THE KOREAN STATISTICAL SOCIETY.  45,  2
  • (2015)  A new algorithm for maximum likelihood estimation in normal scale-mixture generalized autoregressive conditional heteroskedastic models.  JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION.  85,  1
  • (2014)  Assessment of the number of components in Gaussian mixture models in the presence of multiple local maximizers.  JOURNAL OF MULTIVARIATE ANALYSIS.  125,  3
  • (2013)  Nearly universal consistency of maximum likelihood in discrete models.  STATISTICS & PROBABILITY LETTERS.  83,  7

수상/공훈

  • 과학기술 우수논문상, 한국과학기술단체 총연합회, 2013
  • SKKU teaching award, 성균관대학교, 2013
  • 한국통계학회 학술진흥상, 한국통계학회, 2017

학술회의논문

  • (2025)  Accelerated failure time model with a semiparametric skewed error distribution.  8th International Conference onEconometrics and Statistics (EcoSta 2025).  일본
  • (2024)  Accelerated failure time model based on nonparametric Gaussian scale mixtures.  7th International Conference on Econometrics and Statistics.  중국
  • (2022)  Accelerated failure time modelling via nonparametric mixtures.  5th International Conference on Econometrics and Statistics.  일본
  • (2021)  A semiparametric AFT random-effect model.  4th International Conference on Econometrics and Statistics.  홍콩
  • (2019)  Accelerated failure time model based on nonparametric Gaussian scale mixtures.  12th International Conference of the Computational and Methodological Statistics.  영국
  • (2019)  Efficient and robust estimation of regression parameters.  2019년도 한국 통계학회 춘계 학술논문 발표회.  대한민국
  • (2018)  Robust regression with Gaussian scale mixture errors.  Advances in finite mixture and ohter non-regular models.  중국
  • (2018)  Doubly smoothed MLE in location-shifted semiparametric mixtures.  The 27th South Taiwan Statistics Conference.  대만
  • (2018)  Doubly smoothed maximum likelihood estimation iwth application to semiparametric structural measurement error models.  2nd International Conference on Econometrics and Statistics.  홍콩
  • (2017)  Doubly Smoothed MLE in Semiparametric Mixtures.  2017 Joint Statistical Meetings.  미국
  • (2017)  Accelerated Failure Time Model with Log-Concave Error Distribution.  2017 Joint Statistical Meetings.  미국
  • (2016)  Stochastic frontier models with errors-in-variables.  2016년도 한국통계학회 춘계 학술논문발표회 프로시딩.  대한민국
  • (2015)  Semiparametric maximum likelihood estimation of stochastic frontier model with errors-in-variables.  2015 추계 한국통계학회.  대한민국
  • (2014)  Finite mixtures with nonparametric symmetric component densities.  2014 추계 한국통계학.  대한민국
  • (2014)  On singular and spurious solutions in finite mixture models.  21st Internal Conference on Computational Statistics.  스위스
  • (2014)  A new ECM algorithm for finite mixtures.  2014 춘계 한국통계학회.  대한민국
  • (2013)  Unstricted MLE for semiparametric models with missing covariates.  2013 추계한국통계학회.  대한민국
  • (2012)  Adaptive robust regression with infinite Gaussian scale mixture errors.  추계한국통계학회.  대한민국
  • (2012)  Estimated Quasi-maximum likelihood estimator for GARCH models based on non-parametric MLE.  The 2nd institute of mathematical statistics Asia pacific rim meeting.  일본
  • (2012)  Root selection in normal mixture models.  춘계 한국 통계학회.  대한민국