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Journal of Computational and Graphical Statistics Volume 20, 2011 - Issue 4
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Mining High-Dimensional Data

A Homotopy Algorithm for the Quantile Regression Lasso and Related Piecewise Linear Problems

M. R. Osborne M. R. Osborne is Professor Emeritus, Mathematical Science Institute, Australian National University, Canberra ACT 0200, Australia. B. A. Turlach is Associate Professor, School of Mathematics and Statistics, University of Western Australia, Crawley, Western Australia 6009, Australia.
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B. A. Turlach M. R. Osborne is Professor Emeritus, Mathematical Science Institute, Australian National University, Canberra ACT 0200, Australia. B. A. Turlach is Associate Professor, School of Mathematics and Statistics, University of Western Australia, Crawley, Western Australia 6009, Australia.
Pages 972-987 | Received 01 Oct 2009, Published online: 24 Jan 2012

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Congrui Yi & Jian Huang. (2017) Semismooth Newton Coordinate Descent Algorithm for Elastic-Net Penalized Huber Loss Regression and Quantile Regression. Journal of Computational and Graphical Statistics 26:3, pages 547-557.
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Liewen Jiang, Huixia Judy Wang & HowardD. Bondell. (2013) Interquantile Shrinkage in Regression Models. Journal of Computational and Graphical Statistics 22:4, pages 970-986.
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Tanmoy ChatterjeeRajib Chowdhury. (2019) Locally Refined Adaptive Sparse Surrogate-Based Approach for Uncertainty Quantification. Journal of Engineering Mechanics 145:5.
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Jingjing Yu, Qiyue Li & Haiyu Wang. (2018) Source reconstruction for bioluminescence tomography via L1∕2 regularization. Journal of Innovative Optical Health Sciences 11:02.
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Margret-Ruth Oelker & Gerhard Tutz. (2015) A uniform framework for the combination of penalties in generalized structured models. Advances in Data Analysis and Classification 11:1, pages 97-120.
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Yonggang Yao & Yoonkyung Lee. (2013) Another look at linear programming for feature selection via methods of regularization. Statistics and Computing 24:5, pages 885-905.
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Ming Xia Feng, Ren Chen & Qiang Li. (2014) A Homotopic Algorithm of NN and its Application for the End-Point Prediction Model of BOF Process. Applied Mechanics and Materials 513-517, pages 431-434.
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