Sungkyu Jung
Sungkyu Jung
Department of Statistics, Seoul National University
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Cited by
Cited by
PCA consistency in high dimension, low sample size context
S Jung, JS Marron
The Annals of Statistics 37 (6B), 4104-4130, 2009
Analysis of principal nested spheres
S Jung, IL Dryden, JS Marron
Biometrika 99 (3), 551-568, 2012
Boundary behavior in high dimension, low sample size asymptotics of PCA
S Jung, A Sen, JS Marron
Journal of Multivariate Analysis 109, 190-203, 2012
Nested sphere statistics of skeletal models
SM Pizer, S Jung, D Goswami, J Vicory, X Zhao, R Chaudhuri, JN Damon, ...
Innovations for Shape Analysis, 93-115, 2013
Principal arc analysis on direct product manifolds
S Jung, M Foskey, JS Marron
The Annals of Applied Statistics 5 (1), 578-603, 2011
Incorporating covariates into integrated factor analysis of multi‐view data
G Li, S Jung
Biometrics 73 (4), 1433-1442, 2017
Generalized PCA via the backward stepwise approach in image analysis
S Jung, X Liu, JS Marron, SM Pizer
Brain, Body and Machine, 111-123, 2010
Analysis of rotational deformations from directional data
J Schulz, S Jung, S Huckemann, M Pierrynowski, JS Marron, SM Pizer
Journal of Computational and Graphical Statistics 24 (2), 539-560, 2015
Sparse generalized eigenvalue problem with application to canonical correlation analysis for integrative analysis of methylation and gene expression data
SE Safo, J Ahn, Y Jeon, S Jung
Biometrics 74 (4), 1362-1371, 2018
Scaling-rotation distance and interpolation of symmetric positive-definite matrices
S Jung, A Schwartzman, D Groisser
SIAM Journal on Matrix Analysis and Applications 36 (3), 1180-1201, 2015
Speculation on the generality of the backward stepwise view of pca
JS Marron, S Jung, IL Dryden
Proceedings of the international conference on multimedia information …, 2010
Dimension reduction on polyspheres with application to skeletal representations
B Eltzner, S Jung, S Huckemann
International Conference on Geometric Science of Information, 22-29, 2015
A statistical approach to set classification by feature selection with applications to classification of histopathology images
S Jung, X Qiao
Biometrics 70 (3), 536-545, 2014
On the number of principal components in high dimensions
S Jung, MH Lee, J Ahn
Biometrika 105 (2), 389-402, 2018
Combined analysis of amplitude and phase variations in functional data
S Lee, S Jung
arXiv preprint arXiv:1603.01775, 2016
Penalized orthogonal iteration for sparse estimation of generalized eigenvalue problem
S Jung, J Ahn, Y Jeon
Journal of Computational and Graphical Statistics 28 (3), 710-721, 2019
Respiratory motion prediction and prospective correction for free‐breathing arterial spin‐labeled perfusion MRI of the kidneys
H Song, D Ruan, W Liu, VA Stenger, R Pohmann, MA Fernández‐Seara, ...
Medical physics 44 (3), 962-973, 2017
Small‐sphere distributions for directional data with application to medical imaging
B Kim, S Huckemann, J Schulz, S Jung
Scandinavian Journal of Statistics 46 (4), 1047-1071, 2019
Geometric foundations for scaling-rotation statistics on symmetric positive definite matrices: Minimal smooth scaling-rotation curves in low dimensions
D Groisser, S Jung, A Schwartzman
Electronic Journal of Statistics 11 (1), 1092-1159, 2017
Object shape representation via skeletal models (s-reps) and statistical analysis
SM Pizer, J Hong, J Vicory, Z Liu, JS Marron, H Choi, J Damon, S Jung, ...
Riemannian Geometric Statistics in Medical Image Analysis, 233-271, 2020
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