Yoonkyung Lee

发表

Multicategory Support Vector Machines , Theory , and Application to the Classification of Microarray Data and Satellite Radiance Data

G. Wahba, Yi Lin, Yoonkyung Lee, 2004 .

CHARACTERIZING THE SOLUTION PATH OF MULTICATEGORY SUPPORT VECTOR MACHINES

Yoonkyung Lee, Zhenhua Cui, 2006 .

Support Vector Machines for Classification in Nonstandard Situations

Yi Lin, Grace Wahba, Yoonkyung Lee, 2002, Machine Learning.

Structured multicategory support vector machines with analysis of variance decomposition

Yoonkyung Lee, Ja-Yong Koo, Yuwon Kim, 2006 .

Regularization of Case-Specific Parameters for Robustness and Efficiency

S. MacEachern, Yoonkyung Lee, Yoonsuh Jung, 2012, 1210.0701.

Statistical Properties and Adaptive Tuning of Support Vector Machines

Yi Lin, Grace Wahba, Yoonkyung Lee, 2002, Machine Learning.

Efficient quantile regression for heteroscedastic models

S. MacEachern, Yoonkyung Lee, Yoonsuh Jung, 2014, Journal of Statistical Computation and Simulation.

Optimal Properties and Adaptive Tuning of Standard and Nonstandard Support Vector Machines

G. Wahba, Yi Lin, Yoonkyung Lee, 2003 .

A Comparison of Normalization Techniques for MicroRNA Microarray Data

Jason C Hsu, Yoonkyung Lee, David Jarjoura, 2008, Statistical applications in genetics and molecular biology.

Bayesian Restricted Likelihood Methods: Conditioning on Insufficient Statistics in Bayesian Regression

S. MacEachern, Yoonkyung Lee, John Lewis, 2018, Bayesian Analysis.

The solution paths of multicategory support vector machines: algorithm and applications

Yoonkyung Lee, Zhenhua Cui, 2007 .

Cross Validation for Penalized Quantile Regression with a Case-Weight Adjusted Solution Path.

Yoonkyung Lee, Yunzhang Zhu, Shanshan Tu, 2019, 1902.07770.

On the Relation Between the GACV and Joachims’ ξα Method for Tuning Support Vector Machines, With Extensions to the Non-Standard Case

G. Wahba, Yi Lin, Yoonkyung Lee, 2001 .

The Geometry of Nonlinear Embeddings in Kernel Discriminant Analysis

Yoonkyung Lee, Zhiyu Liang, Jiae Kim, 2020, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Classification of Multiple Cancer Types by Multicategory Support Vector Machines Using Gene Expression Data

Yoonkyung Lee, Cheol-Koo Lee, Yoonkyung Lee, 2003, Bioinform..

Support vector machines for classification: a statistical portrait.

Yoonkyung Lee, Yoonkyung Lee, 2010, Methods in molecular biology.

Cloud Classification of Satellite Radiance Data by Multicategory Support Vector Machines

Steven A. Ackerman, Grace Wahba, Yoonkyung Lee, 2004, Journal of Atmospheric and Oceanic Technology.

Dimensionality reduction for binary data through the projection of natural parameters

Yoonkyung Lee, Andrew J. Landgraf, Yoonkyung Lee, 2015, J. Multivar. Anal..

Statistical Optimality in Multipartite Ranking and Ordinal Regression

Yoonkyung Lee, Kazuki Uematsu, Yoonkyung Lee, 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Comments on: Support vector machines maximizing geometric margins for multi-class classification

Yoonkyung Lee, 2014, TOP.

Eigen‐analysis of nonlinear PCA with polynomial kernels

Yoonkyung Lee, Zhiyu Liang, Yoonkyung Lee, 2013, Stat. Anal. Data Min..

Another look at linear programming for feature selection via methods of regularization

Yoonkyung Lee, Yonggang Yao, Yoonkyung Lee, 2014, Stat. Comput..

Generalized Principal Component Analysis: Projection of Saturated Model Parameters

Yoonkyung Lee, Andrew J. Landgraf, Yoonkyung Lee, 2019, Technometrics.

Robust Inference via the Blended Paradigm

John Lewis, Yoonkyung Lee, Steven MacEachern, 2012 .

Two tales of variable selection for high dimensional regression: Screening and model building

Cong Liu, Tao Shi, Yoonkyung Lee, 2014, Stat. Anal. Data Min..

A Bahadur Representation of the Linear Support Vector Machine

Changyi Park, Ja-Yong Koo, Yoonkyung Lee, 2008, J. Mach. Learn. Res..

On Theoretically Optimal Ranking Functions in Bipartite Ranking

Kazuki Uematsu, Yoonkyung Lee, Yoonkyung Lee, 2017 .

Does modeling lead to more accurate classification?: A study of relative efficiency in linear classification

Rui Wang, Yoonkyung Lee, Yoonkyung Lee, 2015, J. Multivar. Anal..

Multicategory Support Vector Machines

Yi Lin, Yoonkyung Lee, G. Wahba, 2001 .