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Journal of the American Statistical Association Volume 104, 2009 - Issue 487
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Theory and Methods

On Large Margin Hierarchical Classification With Multiple Paths

Junhui Wang Junhui Wang is Assistant Professor, Department of Mathematics, Statistics, and Computer Science, University of Illinois at Chicago, Chicago, IL 60607 . Xiaotong Shen is Professor, School of Statistics, University of Minnesota, Minneapolis, MN 55455 . Wei Pan is Professor, Division of Biostatistics, University of Minnesota, Minneapolis, MN 55455 . The authors thank the editor, the associate editor, and two referees for their helpful comments and suggestions. This work is supported in part by NSF grant DMS-0604394, NIH grant 1R01GM081535-01 and the Supercomputing Institute at University of Minnesota.
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Xiaotong Shen Junhui Wang is Assistant Professor, Department of Mathematics, Statistics, and Computer Science, University of Illinois at Chicago, Chicago, IL 60607 . Xiaotong Shen is Professor, School of Statistics, University of Minnesota, Minneapolis, MN 55455 . Wei Pan is Professor, Division of Biostatistics, University of Minnesota, Minneapolis, MN 55455 . The authors thank the editor, the associate editor, and two referees for their helpful comments and suggestions. This work is supported in part by NSF grant DMS-0604394, NIH grant 1R01GM081535-01 and the Supercomputing Institute at University of Minnesota.
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Wei Pan Junhui Wang is Assistant Professor, Department of Mathematics, Statistics, and Computer Science, University of Illinois at Chicago, Chicago, IL 60607 . Xiaotong Shen is Professor, School of Statistics, University of Minnesota, Minneapolis, MN 55455 . Wei Pan is Professor, Division of Biostatistics, University of Minnesota, Minneapolis, MN 55455 . The authors thank the editor, the associate editor, and two referees for their helpful comments and suggestions. This work is supported in part by NSF grant DMS-0604394, NIH grant 1R01GM081535-01 and the Supercomputing Institute at University of Minnesota.
Pages 1213-1223 | Received 01 Mar 2008, Published online: 01 Jan 2012

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Yiwei Fan, Xiaoling Lu, Yufeng Liu & Junlong Zhao. (2022) Angle-Based Hierarchical Classification Using Exact Label Embedding. Journal of the American Statistical Association 117:538, pages 704-717.
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Junhui Wang, Xiaotong Shen, Yiwen Sun & Annie Qu. (2016) Classification With Unstructured Predictors and an Application to Sentiment Analysis. Journal of the American Statistical Association 111:515, pages 1242-1253.
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Junhui Wang. (2013) Boosting the Generalized Margin in Cost-Sensitive Multiclass Classification. Journal of Computational and Graphical Statistics 22:1, pages 178-192.
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