Chen, Witten, and Shojaie (2015) Selection and estimation in mixed graphical models. <i>Biometrika</i> 102(1): 47-64.
Tan, London, Mohan, Lee, Fazel, and Witten (2014) Learning graphical models with hubs. <i>Journal of Machine Learning Research</i> 15: 3297-3331.
Zare ... Witten, Blau, and Noble (2014) Inferring clonal composition from multiple sections of a breast cancer. <i>PLOS Computational Biology</i> 10(7): e1003073.oble
Mohan, London, Fazel M, Witten D, and Lee (2014) Node-based learning of multiple Gaussian graphical models. <i>Journal of Machine Learning Research</i> 15: 445-488.
Tan and Witten (2014) Sparse biclustering of transposable data. <i>Journal of Computational and Graphical Statistics</i> 23(4): 985-1008.
Voorman, Shojaie, and Witten (2014) Graph estimation with joint additive models. <i>Biometrika</i> 101(1): 85-101.
Witten, Shojaie, and Zhang (2014) The cluster elastic net for high-dimensional regression with unknown variable grouping. <i>Technometrics</i> 56(1): 112-122.
Danaher, Wang, and Witten (2014) The joint graphical lasso for inverse covariance estimation ... <i>Journal of the Royal Statistical Society, Series B</i> 76(2): 373-397.
Witten (2013) Penalized unsupervised learning with outliers. <i>Statistics and its Interface</i> 6(2): 211-221.
Witten and Noble (2012) On the assessment of statistical significance of three-dimensional colocalization of sets of genomic elements. <i>Nucleic Acids Research</i> 40(9): 3849-3855.
Li, Witten, Johnstone, and Tibshirani (2011) Normalization, testing, and false discovery rate estimation for RNA-sequencing data. <i>Biostatistics</i> 13(3): 523-538.
Clemmensen, Hastie, Witten, and Ersboll (2011) Sparse discriminant analysis. <i>Technometrics</i> 53(4): 406-413.
Witten (2011) Classification and clustering of sequencing data using a Poisson model. <i>Annals of Applied Statistics</i> 5(4): 406-413.
Witten, Friedman, and Simon (2011) New insights and faster computations for the graphical lasso. <i>Journal of Computational and Graphical Statistics</i> 20(4): 892-900.
Witten and Tibshirani (2011) Penalized classification using Fisher’s linear discriminant. <i>Journal of the Royal Statistical Society, Series B</i> 73(5): 753-772.
Witten and Tibshirani (2011) Supervised multidimensional scaling for visualization, classification, and bipartite ranking. <i>Computational Statistics and Data Analysis</i> 55(1): 789-801.
Witten, Tibshirani, Gu, Fire, Lui (2010) Ultra-high throughput sequencing-based small RNA discovery ... <i>BMC Biology</i> 8(1): 58.
Witten and Tibshirani (2010) Survival analysis with high-dimensional covariates. <i>Statistical Methods in Medical Research</i> 19(1): 29-51.
Witten and Tibshirani (2010) A framework for feature selection in clustering. <i>Journal of the American Statistical Association</i> 105(490): 713-726.
Witten, Hastie, and Tibshirani (2009) Discussion of “On consistency and sparsity of principal components ...” <i>Journal of the American Statistical Association</i> 104(486): 698-699.