김용대 교수 | 자연과학대학 통계학과
Yongdai Kim
- Phone : 02-880-9091
- Office : 25동 327호
- Website : https://idea.snu.ac.kr/
- E-mail : ydkim903@snu.ac.kr
연구분야
- 기계학습
- 생존분석
학력
- 1991 B.S. Department of Computer Science and Statistics, Seoul National University
- 1993 M.S. Department of Statistics, Seoul National University
- 1997 Ph.D. Department of Statistics, Ohio State University
경력
- 1997 – 1999 Researcher, National Institutes of Health, U.S.A.
- 1999 – 2001 Assistant professor, Department of Information Statistics, Hankuk University of Foreign Studies
- 2001 – 2004 Assistant professor, Department of Statistics, Ewha Womans University
- 2004 – 2011 Assistant professor, Department of Statistics Seoul National University
- 2011 – Professor, Department of Statistics Seoul National University
수상내역
- Best Paper Award
- 2002 IEEE International Conference on Data Mining. Maebashi, JAPAN Title: Convex Hull Ensemble Machine
- 2003 우수연구 30선
- 한국과학재단 Title : 차세대 데이터마이닝 알고리즘
- US Air Force Research Fund: 2002.9 -2003.8 Title: Convex Hull Ensemble Machine: Theory and Applications
- US Air Force Research Fund: 2003.9 – 2004.8 Title: Learning with Data Adaptive Features
- 2007 서울대학교 연구력 향상 공로교수
- 2013 품질경영학회 통계부문 코오롱 우수 논문상
주요 논문
- Kim, Y. (1999). Nonparametric Bayesian estimators for counting processes, Annals of Statistics, 27, 562-588.
- Kim, Y. and Lee, J. (2001) On posterior consistency of survival models. Annals of Statistics, 29,666-686.
- Kim, Y. and Lee, J. (2003) Bayesian analysis of proportional hazard models. Annals of Statistics, 31, 493-511.
- Kim, Y. and Lee, J. (2003). Bayesian bootstrap for the Cox’s proportional hazard model. Annals of Statistics. 31, 1905-1922.
- Kim, Yongdai and Lee, Jaeyong (2004) A Bernstein von-Mises theorem in the nonparametric right-censored model, Annals of Statistics, 32, 1492-1512.
- Park, Eunsik and Kim, Yongdai (2004) Analysis of longitudinal data in case control studies, Biometrika, 91, 321-330.
- Kim, Yongdai (2006) The Bernstien -von Mises theorem for the proportional hazard model. Annals of Statistics, 34, 1678-1700.
- Pillar, Ramani, Kim, Yongdai and Lee, Hakbae (2008) On casting random effects model in a survival framework. JRSS-B, 70, 629-642.
- Kim, Yongdai, Choi, Hosik and Oh, Heeseok (2008). SCAD on high
- dimensions. Journal of the American Statistical Association, 103, 1655-1673.
- Kim, Yongdai and Kwon, Sunghoon (2012). Global optimality of nonconvex penalized estimators, Biometrika, 99(2) 315-325.
- Kim, Yongdai, James, Lancelot and Weissbach, Rafael. (2012). Bayesian analysis of a multi-state event history data: Beta-Dirichlet process, Biometrika 99(1), 127-140.
- Wang, Lan, Kim, Yongdai and Li, Runze (2013). Calibrating Non-convex Penalized Regression in Ultra-high Dimension. Accepted by Annals of Statistics
