Large covariance estimation by thresholding principal orthogonal complements. With discussion and authors’ reply. Zbl 1411.62138
Fan, Jianqing; Liao, Yuan; Mincheva, Martina |
|
2013
|
PCA consistency in high dimension, low sample size context. Zbl 1191.62108
Jung, Sungkyu; Marron, J. S. |
|
2009
|
Analysis of principal nested spheres. Zbl 1437.62507
Jung, Sungkyu; Dryden, Ian L.; Marron, J. S. |
|
2012
|
Principal arc analysis on direct product manifolds. Zbl 1220.62077
Jung, Sungkyu; Foskey, Mark; Marron, J. S. |
|
2011
|
Boundary behavior in high dimension, low sample size asymptotics of PCA. Zbl 1241.62100
Jung, Sungkyu; Sen, Arusharka; Marron, J. S. |
|
2012
|
Nested sphere statistics of skeletal models. Zbl 1314.68357
Pizer, Stephen M.; Jung, Sungkyu; Goswami, Dibyendusekhar; Vicory, Jared; Zhao, Xiaojie; Chaudhuri, Ritwik; Damon, James N.; Huckemann, Stephan; Marron, J. S. |
|
2013
|
Incorporating covariates into integrated factor analysis of multi-view data. Zbl 1405.62188
Li, Gen; Jung, Sungkyu |
|
2017
|
On the number of principal components in high dimensions. Zbl 07072419
Jung, Sungkyu; Lee, Myung Hee; Ahn, Jeongyoun |
|
2018
|
Scaling-rotation distance and interpolation of symmetric positive-definite matrices. Zbl 1321.15020
Jung, Sungkyu; Schwartzman, Armin; Groisser, David |
|
2015
|
Small-sphere distributions for directional data with application to medical imaging. Zbl 1444.62067
Kim, Byungwon; Huckemann, Stephan; Schulz, Jörn; Jung, Sungkyu |
|
2019
|
Dimension reduction on polyspheres with application to skeletal representations. Zbl 1376.94012
Eltzner, Benjamin; Jung, Sungkyu; Huckemann, Stephan |
|
2015
|
Kurtosis test of modality for rotationally symmetric distributions on hyperspheres. Zbl 1440.62202
Kim, Byungwon; Schulz, Jörn; Jung, Sungkyu |
|
2020
|
Geometric foundations for scaling-rotation statistics on symmetric positive definite matrices: minimal smooth scaling-rotation curves in low dimensions. Zbl 1361.53061
Groisser, David; Jung, Sungkyu; Schwartzman, Armin |
|
2017
|
Continuum directions for supervised dimension reduction. Zbl 1469.62088
Jung, Sungkyu |
|
2018
|
Penalized orthogonal iteration for sparse estimation of generalized eigenvalue problem. Zbl 07499088
Jung, Sungkyu; Ahn, Jeongyoun; Jeon, Yongho |
|
2019
|
A statistical approach to set classification by feature selection with applications to classification of histopathology images. Zbl 1299.62124
Jung, Sungkyu; Qiao, Xingye |
|
2014
|
Object shape representation via skeletal models (s-reps) and statistical analysis. Zbl 1451.92187
Pizer, Stephen M.; Hong, Junpyo; Vicory, Jared; Liu, Zhiyuan; Marron, J. S.; Choi, Hyo-young; Damon, James; Jung, Sungkyu; Paniagua, Beatriz; Schulz, Jörn; Sharma, Ankur; Tu, Liyun; Wang, Jiyao |
|
2020
|
Clustering on the torus by conformal prediction. Zbl 1498.62229
Jung, Sungkyu; Park, Kiho; Kim, Byungwon |
|
2021
|
Adjusting systematic bias in high dimensional principal component scores. Zbl 1524.62286
Jung, Sungkyu |
|
2022
|
Adjusting systematic bias in high dimensional principal component scores. Zbl 1524.62286
Jung, Sungkyu |
|
2022
|
Clustering on the torus by conformal prediction. Zbl 1498.62229
Jung, Sungkyu; Park, Kiho; Kim, Byungwon |
|
2021
|
Kurtosis test of modality for rotationally symmetric distributions on hyperspheres. Zbl 1440.62202
Kim, Byungwon; Schulz, Jörn; Jung, Sungkyu |
|
2020
|
Object shape representation via skeletal models (s-reps) and statistical analysis. Zbl 1451.92187
Pizer, Stephen M.; Hong, Junpyo; Vicory, Jared; Liu, Zhiyuan; Marron, J. S.; Choi, Hyo-young; Damon, James; Jung, Sungkyu; Paniagua, Beatriz; Schulz, Jörn; Sharma, Ankur; Tu, Liyun; Wang, Jiyao |
|
2020
|
Small-sphere distributions for directional data with application to medical imaging. Zbl 1444.62067
Kim, Byungwon; Huckemann, Stephan; Schulz, Jörn; Jung, Sungkyu |
|
2019
|
Penalized orthogonal iteration for sparse estimation of generalized eigenvalue problem. Zbl 07499088
Jung, Sungkyu; Ahn, Jeongyoun; Jeon, Yongho |
|
2019
|
On the number of principal components in high dimensions. Zbl 07072419
Jung, Sungkyu; Lee, Myung Hee; Ahn, Jeongyoun |
|
2018
|
Continuum directions for supervised dimension reduction. Zbl 1469.62088
Jung, Sungkyu |
|
2018
|
Incorporating covariates into integrated factor analysis of multi-view data. Zbl 1405.62188
Li, Gen; Jung, Sungkyu |
|
2017
|
Geometric foundations for scaling-rotation statistics on symmetric positive definite matrices: minimal smooth scaling-rotation curves in low dimensions. Zbl 1361.53061
Groisser, David; Jung, Sungkyu; Schwartzman, Armin |
|
2017
|
Scaling-rotation distance and interpolation of symmetric positive-definite matrices. Zbl 1321.15020
Jung, Sungkyu; Schwartzman, Armin; Groisser, David |
|
2015
|
Dimension reduction on polyspheres with application to skeletal representations. Zbl 1376.94012
Eltzner, Benjamin; Jung, Sungkyu; Huckemann, Stephan |
|
2015
|
A statistical approach to set classification by feature selection with applications to classification of histopathology images. Zbl 1299.62124
Jung, Sungkyu; Qiao, Xingye |
|
2014
|
Large covariance estimation by thresholding principal orthogonal complements. With discussion and authors’ reply. Zbl 1411.62138
Fan, Jianqing; Liao, Yuan; Mincheva, Martina |
|
2013
|
Nested sphere statistics of skeletal models. Zbl 1314.68357
Pizer, Stephen M.; Jung, Sungkyu; Goswami, Dibyendusekhar; Vicory, Jared; Zhao, Xiaojie; Chaudhuri, Ritwik; Damon, James N.; Huckemann, Stephan; Marron, J. S. |
|
2013
|
Analysis of principal nested spheres. Zbl 1437.62507
Jung, Sungkyu; Dryden, Ian L.; Marron, J. S. |
|
2012
|
Boundary behavior in high dimension, low sample size asymptotics of PCA. Zbl 1241.62100
Jung, Sungkyu; Sen, Arusharka; Marron, J. S. |
|
2012
|
Principal arc analysis on direct product manifolds. Zbl 1220.62077
Jung, Sungkyu; Foskey, Mark; Marron, J. S. |
|
2011
|
PCA consistency in high dimension, low sample size context. Zbl 1191.62108
Jung, Sungkyu; Marron, J. S. |
|
2009
|