Publications (21)
Node-Based Learning of Multiple Gaussian Graphical Models
Karthik Mohan, Palma London, Maryam Fazel +2
The Cluster Graphical Lasso for improved estimation of Gaussian graphical models
Kean Ming Tan, Daniela Witten, Ali Shojaie
SCALPEL: Extracting Neurons from Calcium Imaging Data
Ashley Petersen, Noah Simon, Daniela Witten
Simultaneous detection and estimation of trait associations with genomic phenotypes
Jean Morrison, Noah Simon, Daniela Witten
Convex Modeling of Interactions with Strong Heredity
Asad Haris, Daniela Witten, Noah Simon
Modeling microbial abundances and dysbiosis with beta-binomial regression
Bryan D. Martin, Daniela Witten, Amy D. Willis
Learning Graphical Models With Hubs
Kean Ming Tan, Palma London, Karthik Mohan +3
Fast Nonconvex Deconvolution of Calcium Imaging Data
Sean Jewell, Toby Dylan Hocking, Paul Fearnhead +1
The Multiple Random Dot Product Graph Model
Agnes Martine Nielsen, Daniela Witten
The Multivariate Hawkes Process in High Dimensions: Beyond Mutual Excitation
Shizhe Chen, Ali Shojaie, Eric Shea-Brown +1
Graph estimation with joint additive models
Arend Voorman, Ali Shojaie, Daniela Witten
Sure Screening for Gaussian Graphical Models
Shikai Luo, Rui Song, Daniela Witten
Selection and Estimation for Mixed Graphical Models
Shizhe Chen, Daniela Witten, Ali Shojaie
Tail behavior of dependent V-statistics and its applications
Yandi Shen, Fang Han, Daniela Witten
Are Clusterings of Multiple Data Views Independent?
Lucy L. Gao, Jacob Bien, Daniela Witten
Exact Spike Train Inference Via $\ell_0$ Optimization
Sean Jewell, Daniela Witten
Inference in High Dimensions with the Penalized Score Test
Arend Voorman, Ali Shojaie, Daniela Witten
Statistical Properties of Convex Clustering
Kean Ming Tan, Daniela Witten
Fused Lasso Additive Model
Ashley Petersen, Daniela Witten, Noah Simon
Selection Bias Correction and Effect Size Estimation under Dependence
Kean Ming Tan, Noah Simon, Daniela Witten
Robust Sparse Reduced Rank Regression in High Dimensions
Kean Ming Tan, Qiang Sun, Daniela Witten