Yoonkyung Lee

Publication Activity (10 Years)

Years Active: 2002-2023
Publications (10 Years): 4

Top Topics

Kernel Discriminant Analysis

Linear Classification

Dimensionality Reduction

Top Venues

Stat. Anal. Data Min.

IEEE Trans. Pattern Anal. Mach. Intell.

J. Multivar. Anal.

Publications

Jiae Kim, Yoonkyung Lee, Zhiyu Liang
The Geometry of Nonlinear Embeddings in Kernel Discriminant Analysis. IEEE Trans. Pattern Anal. Mach. Intell. 45 (4) (2023)
Andrew J. Landgraf, Yoonkyung Lee
Generalized Principal Component Analysis: Projection of Saturated Model Parameters. Technometrics 62 (4) (2020)
Jiae Kim, Yoonkyung Lee, Zhiyu Liang
The Geometry of Nonlinear Embeddings in Kernel Discriminant Analysis. CoRR (2020)
Andrew J. Landgraf, Yoonkyung Lee
Dimensionality reduction for binary data through the projection of natural parameters. J. Multivar. Anal. 180 (2020)
Yoonkyung Lee, Rui Wang
Does modeling lead to more accurate classification?: A study of relative efficiency in linear classification. J. Multivar. Anal. 133 (2015)
Kazuki Uematsu, Yoonkyung Lee
Statistical Optimality in Multipartite Ranking and Ordinal Regression. IEEE Trans. Pattern Anal. Mach. Intell. 37 (5) (2015)
Cong Liu, Tao Shi, Yoonkyung Lee
Two tales of variable selection for high dimensional regression: Screening and model building. Stat. Anal. Data Min. 7 (2) (2014)
Yonggang Yao, Yoonkyung Lee
Another look at linear programming for feature selection via methods of regularization. Stat. Comput. 24 (5) (2014)
Zhiyu Liang, Yoonkyung Lee
Eigen-analysis of nonlinear PCA with polynomial kernels. Stat. Anal. Data Min. 6 (6) (2013)
Ja-Yong Koo, Yoonkyung Lee, Yuwon Kim, Changyi Park
A Bahadur Representation of the Linear Support Vector Machine. J. Mach. Learn. Res. 9 (2008)
Yoonkyung Lee, Cheol-Koo Lee
Classification of Multiple Cancer Types by Multicategory Support Vector Machines Using Gene Expression Data. Bioinform. 19 (9) (2003)
Yi Lin, Grace Wahba, Hao Zhang, Yoonkyung Lee
Statistical Properties and Adaptive Tuning of Support Vector Machines. Mach. Learn. 48 (1-3) (2002)
Yi Lin, Yoonkyung Lee, Grace Wahba
Support Vector Machines for Classification in Nonstandard Situations. Mach. Learn. 46 (1-3) (2002)