@InBook{pharmacogenomics, author = {Jason Hsu and Youlan Rao and Yoonkyung Lee and Jane Chang and Kristin Bergsteinsdottir and Magnus Karl Magnusson and Tao Wang and Eirikur Steingrimsson}, editor = {Alex Dmitrienko and Ajit C. Tamhane and Frank Bretz}, title = {Multiple Testing Problems in Pharmaceutical Statistics}, chapter = {Design and Analysis of Microarray Experiments for Pharmacogenomics}, publisher = {Chapman \& Hall}, year = {2009}, series = {CRC Biostatistics Series}, pages = {} } @TechReport{simplex, author = {Yonggang Yao and Yoonkyung Lee}, title = {Another Look at Linear Programming for Feature Selection via Methods of Regularization}, institution = {Department of Statistics, The Ohio State University}, year = {2007}, number = {800} } @TechReport{regcaseparam, author = {Yoonkyung Lee and Steven N. MacEachern and Yoonsuh Jung}, title = {Regularization of Case-Specific Parameters for Robustness and Efficiency}, institution = {Department of Statistics, The Ohio State University}, year = {2007}, number = {799} } @Article{microrna, author = {Y. Rao and Y. Lee and D. Jarjoura and A. S. Ruppert and C. Liu and J. C. Hsu and J. P. Hagan}, title = {A Comparison of Normalization Techniques for Micro{RNA} Microarray Data}, journal = {Statistical Applications in Genetics and Molecular Biology}, year = {2008}, volume = {7}, issue = {1}, pages = {article 22} } @Article{bahadursvm, author = {Ja-Yong Koo and Yoonkyung Lee and Yuwon Kim and Changyi Park}, title = {A {B}ahadur Representation of the Linear {S}upport {V}ector {M}achine}, journal = {Journal of Machine Learning Research}, year = {2008}, volume = {9}, number = {}, pages = {1343--1368} } @Article{msvmpath, author = {Yoonkyung Lee and Zhenhuan Cui}, title = {Characterizing the Solution Path of {M}ulticategory {S}upport {V}ector {M}achines}, journal = {Statistica Sinica}, year = {2006}, volume = {16}, number = {2}, pages = {391--409} } @Article{smsvm, author = {Yoonkyung Lee and Yuwon Kim and Sangjun Lee and Ja-Yong Koo}, title = {Structured {M}ulticategory {S}upport {V}ector {M}achine with {ANOVA} decomposition}, journal = {Biometrika}, year = {2006}, volume = {93}, number = {3}, pages = {555--571} } @Article{lee:wahba:ackerman03, author = {Lee, Y. and Wahba, G. and Ackerman, S.}, title = {Classification of Satellite Radiance Data by Multicategory Support Vector Machines}, journal = {Journal of Atmospheric and Oceanic Technology}, year = {2004}, volume = {21}, number = {2}, pages = {159--169} } @Article{lee:lin:wahba03, author = {Y. Lee and Y. Lin and G. Wahba}, title = {Multicategory {S}upport {V}ector {M}achines, Theory, and Application to the Classification of Microarray Data and Satellite Radiance Data}, journal = {Journal of the American Statistical Association}, year = {2004}, volume = {99}, pages = {67--81} } @phdthesis{lee:thesis, author = {Y. Lee}, title = {Multicategory Support Vector Machines, Theory, and Application to the Classification of Microarray Data and Satellite Radiance Data}, school = {Department of Statistics, University of Wisconsin-Madison}, year = {2002} } @Article{lee:lee02, author = {Yoonkyung Lee and Cheol-Koo Lee}, title = {Classification of Multiple Cancer Types by Multicategory Support Vector Machines Using Gene Expression Data}, journal = {Bioinformatics}, year = {2003}, volume = {19}, number = {9}, pages = {1132--1139} } @InProceedings{lee:lin:wahba01, author = {Y. Lee and Y. Lin and G. Wahba}, title = {Multicategory {S}upport {V}ector {M}achines}, booktitle = {Computing Science and Statistics 33}, year={2001}, publisher={}, pages = {498--512}, editor = {Edward J. Wegman and Amy Braverman and Arnold Goodman and Padhraic Smyth}, note={Also available as University of Wisconsin-Madison Statistcs Dept TR 1043, {\tt http://www.stat.wisc.edu/\~{}wahba -> TRLIST}.} } @InProceedings{wahba:lin:lee:zhang02, author = {G. Wahba and Y. Lin and Y. Lee and H. Zhang}, title = {Optimal Properties and Adaptive Tuning of Standard and Nonstandard {S}upport {V}ector {M}achines}, booktitle = {Nonlinear Estimation and Classification}, year={2002}, publisher={Springer, New York}, pages = {125--143}, editor = {Denison, D. D. and Hansen, M. H. and Holmes, C. C. and Mallick, B. and Yu, B.} } @Article{lin:wahba:zhang:lee02, author = {Y. Lin and G. Wahba and H. Zhang and Y. Lee}, title = {Statistical Properties and Adaptive Tuning of {S}upport {V}ector {M}achines}, journal = {Machine Learning}, year = {2002}, volume = {48}, pages = {115--136} } @Article{lin:lee:wahba:02, author = {Y. Lin and Y. Lee and G. Wahba}, title = {Support {V}ector {M}achines for Classification in Nonstandard Situations}, journal = {Machine Learning}, year = {2002}, volume = {46}, pages = {191--202} }