Optimization and computational methods in statistics
High-performance computing for large-scale statistical computation
Stanford University, Ph. D., Electrical Engineering, M.S., Statistics
Stanford University, M.S., Electrical Engineering
서울대학교 전기공학부, 학사
2014 – 현재
서울대학교 통계학과, 부교수
고려대학교 산업경영공학과, 조교수
US Department of Veterans Affairs Cooperative StudiesProgram, Research Scientist
Stanford University, Postdoctoral Scholar
D. Yu, J. Won, T. Lee, J. Lim, and S. Yoon, “High-dimensional FusedLasso Regression using Majorization-Minimization and ParallelProcessing,” Journal of Computational and Graphical Statistics, inpress, 2015.
J. Won, J. Lim, D. Yu, B.S. Kim, and K. Kim, “Monotone False DiscoveryRate,” Statistics &Probability Letters, 87:86–93, 2014.
J. Won, W. Jang, and J. Lim, “Discussion on Large CovarianceEstimation by Thresh- olding Principal Orthogonal Complements by Fan,Liao and Micheva,” Journal of the Royal Statistical Society B,75(4):671-672, 2013.
J. Won, S.-J. Kim, J. Lim, and B. Rajaratnam, “ConditionNumber-Regularized Co- variance Estimation,” Journal of the RoyalStatistical Society B, 75(3):427-450, 2013.
Y. Jeon, J. Won, and S. Yoon, “Massively Parallel Energy SpaceExploration for Uncluttered Visualization of Vascular Structures,”IEEE Transactions on Biomedical Engineering, 60(2):240–244, 2013.
J. Lim and J. Won, “ROC Convex Hull and Nonparametric MaximumLikelihood Estimation,” Machine Learning, 88(3):433–444, 2012.
J. Won, O. Goldberger, S. Shen-Orr, M. M. Davis, and R. A. Olshen,“Significance analysis of xMap cytokine bead arrays,” Proceedings ofthe National Academy of Sci- ences, 109(8): 2848-2853, 2012.
J. Won, G. Ehret, A. Chakravarti, and R. A. Olshen, “SNPs and otherfeatures as they predispose to complex disease: genome-wide predictiveanalysis of quantitative phenotypes for hypertension,” PLoS ONE 6(11):e27891, 2011.
J. Won, J. Rosenberg, G. Rubin, and S. Napel, “UnclutteredSingle-Image Visualization of the Abdominal Aortic Vessel Tree: Methodand Evaluation,” Medical Physics, 36(11): 5245-5260, 2009.