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A Unified Framework for High-Dimensional Analysis of $M$-Estimators with Decomposable Regularizers

Negahban, Sahand N., Ravikumar, Pradeep, Wainwright, Martin J., and Yu, Bin
Statistical Science Volume 27, Number 4 (November 2012), 538-557.

Journal article

Encoding and decoding V1 fMRI responses to natural images with sparse nonparametric models

Vu, Vincent Q., Ravikumar, Pradeep, Naselaris, Thomas, Kay, Kendrick N., Gallant, Jack L., and Yu, Bin
The Annals of Applied Statistics Volume 5, Number 2B (June 2011), 1159-1182.

Journal article

High-dimensional covariance estimation by minimizing ℓ1-penalized log-determinant divergence

Ravikumar, Pradeep, Wainwright, Martin J., Raskutti, Garvesh, and Yu, Bin
Electronic Journal of Statistics Volume 5, (2011), 935-980.

Journal article

High-dimensional Ising model selection using ℓ1-regularized logistic regression

Ravikumar, Pradeep, Wainwright, Martin J., and Lafferty, John D.
The Annals of Statistics Volume 38, Number 3 (June 2010), 1287-1319.

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