Sunghoon Kwon

Publication Activity (10 Years)

Years Active: 2006-2023
Publications (10 Years): 7

Top Topics

Regression Coefficients

Graph Representation

Top Venues

Comput. Stat. Data Anal.

J. Mach. Learn. Res.

Commun. Stat. Simul. Comput.

Publications

Yongju Lee, Hyunho Lee, Kyoungseob Shin, Sunghoon Kwon
GRIP: Graph Representation of Immune Repertoire Using Graph Neural Network and Transformer. AAAI (2023)
Dongshin Kim, Sangin Lee, Sunghoon Kwon
A Unified Algorithm for the Non-Convex Penalized Estimation: The ncpen Package. R J. 12 (2) (2020)
Jong-June Jeon, Sunghoon Kwon, Hosik Choi
Homogeneity detection for the high-dimensional generalized linear model. Comput. Stat. Data Anal. 114 (2017)
Hosik Choi, Yongdai Kim, Sunghoon Kwon, Changyi Park
A robust support vector machine for labeling errors. Commun. Stat. Simul. Comput. 46 (8) (2017)
Sunghoon Kwon, Seungyoung Oh, Youngjo Lee
The use of random-effect models for high-dimensional variable selection problems. Comput. Stat. Data Anal. 103 (2016)
Chong Wu, Sunghoon Kwon, Xiaotong Shen, Wei Pan
A New Algorithm and Theory for Penalized Regression-based Clustering. J. Mach. Learn. Res. 17 (2016)
Sangin Lee, Sunghoon Kwon, Yongdai Kim
A modified local quadratic approximation algorithm for penalized optimization problems. Comput. Stat. Data Anal. 94 (2016)
Sunghoon Kwon, Sangin Lee, Yongdai Kim
Moderately clipped LASSO. Comput. Stat. Data Anal. 92 (2015)
Yongdai Kim, Sunghoon Kwon, Hosik Choi
Consistent Model Selection Criteria on High Dimensions. J. Mach. Learn. Res. 13 (2012)
Sunghoon Kwon, Hosik Choi, Yongdai Kim
Quadratic approximation on SCAD penalized estimation. Comput. Stat. Data Anal. 55 (1) (2011)
Hosik Choi, Donghwa Yeo, Sunghoon Kwon, Yongdai Kim
Gene selection and prediction for cancer classification using support vector machines with a reject option. Comput. Stat. Data Anal. 55 (5) (2011)
Yongdai Kim, Sunghoon Kwon, Seuck Heun Song
Multiclass sparse logistic regression for classification of multiple cancer types using gene expression data. Comput. Stat. Data Anal. 51 (3) (2006)