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Publications

Filters: Author is Liu, Yufeng  [Clear All Filters]
2019
Liu, Jianyu, Wei Sun, and Yufeng Liu. "Joint skeleton estimation of multiple directed acyclic graphs for heterogeneous population." Biometrics 75, no. 1 (2019): 36-47.
2018
Fu, Sheng, Sanguo Zhang, and Yufeng Liu. "Adaptively weighted large-margin angle-based classifiers." J Multivar Anal 166 (2018): 282-299.
Zhao, Junlong, Guan Yu, and Yufeng Liu. "ASSESSING ROBUSTNESS OF CLASSIFICATION USING ANGULAR BREAKDOWN POINT." Ann Stat 46, no. 6B (2018): 3362-3389.
Chen, Jingxiang, Chong Zhang, Michael R. Kosorok, and Yufeng Liu. "Double Sparsity Kernel Learning with Automatic Variable Selection and Data Extraction." Stat Interface 11, no. 3 (2018): 401-420.
Gong, Siliang, Kai Zhang, and Yufeng Liu. "Efficient test-based variable selection for high-dimensional linear models." J Multivar Anal 166 (2018): 17-31.
Chen, Jingxiang, Haoda Fu, Xuanyao He, Michael R. Kosorok, and Yufeng Liu. "Estimating individualized treatment rules for ordinal treatments." Biometrics 74, no. 3 (2018): 924-933.
Zhang, Chong, Minh Pham, Sheng Fu, and Yufeng Liu. "Robust Multicategory Support Vector Machines using Difference Convex Algorithm." Math Program 169, no. 1 (2018): 277-305.
Hao, Botao, Will Wei Sun, Yufeng Liu, and Guang Cheng. "Simultaneous Clustering and Estimation of Heterogeneous Graphical Models." J Mach Learn Res 18 (2018).
Liu, Leo Yu- Feng, Yufeng Liu, and Hongtu Zhu. "SMAC: Spatial multi-category angle-based classifier for high-dimensional neuroimaging data." Neuroimage 175 (2018): 230-245.
2017
Kimes, Patrick K., Yufeng Liu, David Neil Hayes, and James Stephen Marron. "Statistical significance for hierarchical clustering." Biometrics 73, no. 3 (2017): 811-821.
2016
Shin, Sunyoung, Jason Fine, and Yufeng Liu. "Adaptive Estimation with Partially Overlapping Models." Stat Sin 26, no. 1 (2016): 235-253.
Chen, Jingxiang, Yufeng Liu, Donglin Zeng, Rui Song, Yingqi Zhao, and Michael R. Kosorok. "Comment." J Am Stat Assoc 111, no. 515 (2016): 942-947.
Chen, Guanhua, Yufeng Liu, Dinggang Shen, and Michael R. Kosorok. "Composite large margin classifiers with latent subclasses for heterogeneous biomedical data." Stat Anal Data Min 9, no. 2 (2016): 75-88.
Zhang, Chong, Yufeng Liu, and Yichao Wu. "On Quantile Regression in Reproducing Kernel Hilbert Spaces with Data Sparsity Constraint." J Mach Learn Res 17, no. 40 (2016): 1-45.
Zhang, Chong, Yufeng Liu, and Shannon T. Holloway. RAMSVM: Reinforced angle-based multicategory support vector machines (R).. 2.0 ed., 2016.
Zhang, Chong, Yufeng Liu, Junhui Wang, and Hongtu Zhu. "Reinforced Angle-based Multicategory Support Vector Machines." J Comput Graph Stat 25, no. 3 (2016): 806-825.
2015
Lee, Wonyul, and Yufeng Liu. "Joint Estimation of Multiple Precision Matrices with Common Structures." J Mach Learn Res 16 (2015): 1035-1062.
Sun, Qiang, Hongtu Zhu, Yufeng Liu, and Joseph G. Ibrahim. "SPReM: Sparse Projection Regression Model For High-dimensional Linear Regression." J Am Stat Assoc 110, no. 509 (2015): 289-302.
Huang, Hanwen, Yufeng Liu, Ming Yuan, and J S. Marron. "Statistical Significance of Clustering using Soft Thresholding." J Comput Graph Stat 24, no. 4 (2015): 975-993.
2014
An, Baiguo, Jianhua Guo, and Yufeng Liu. "Hypothesis testing for band size detection of high-dimensional banded precision matrices." Biometrika 101, no. 2 (2014): 477-483.
Zhang, Chong, and Yufeng Liu. "Multicategory angle-based large-margin classification." Biometrika 101, no. 3 (2014): 625-640.
Shin, Seung Jun, Yichao Wu, Hao Helen Zhang, and Yufeng Liu. "Probability-enhanced sufficient dimension reduction for binary classification." Biometrics 70, no. 3 (2014): 546-55.
2013
Wu, Yichao, and Yufeng Liu. "Adaptively Weighted Large Margin Classifiers." J Comput Graph Stat 22, no. 2 (2013).
2012
Huang, Hanwen, Yufeng Liu, and J S. Marron. "Bidirectional discrimination with application to data visualization." Biometrika 99, no. 4 (2012): 851-864.
2011
Liu, Yufeng, Hao Helen Zhang, and Yichao Wu. "Hard or Soft Classification? Large-margin Unified Machines." J Am Stat Assoc 106, no. 493 (2011): 166-177.
Zhang, Hao Helen, Guang Cheng, and Yufeng Liu. "Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models." J Am Stat Assoc 106, no. 495 (2011): 1099-1112.
2010
Liu, Yufeng, Yichao Wu, and Qinying He. "Utility-based Weighted Multicategory Robust Support Vector Machines." Stat Interface 3, no. 4 (2010): 465-476.