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Graphical Models, Exponential Families, and Variational Inference
- M. Wainwright, M.I. Jordan
- Computer ScienceFound. Trends Mach. Learn.
- 16 December 2008
TLDR
Network Coding for Distributed Storage Systems
- A. Dimakis, Brighten Godfrey, M. Wainwright, K. Ramchandran
- Computer ScienceIEEE INFOCOM - 26th IEEE International…
- 1 February 2007
TLDR
Image denoising using scale mixtures of Gaussians in the wavelet domain
- J. Portilla, V. Strela, M. Wainwright, Eero P. Simoncelli
- MathematicsIEEE Trans. Image Process.
- 1 November 2003
TLDR
A unified framework for high-dimensional analysis of $M$-estimators with decomposable regularizers
- S. Negahban, Pradeep Ravikumar, M. Wainwright, Bin Yu
- Computer Science, MathematicsNIPS
- 7 December 2009
TLDR
Sharp Thresholds for High-Dimensional and Noisy Sparsity Recovery Using $\ell _{1}$ -Constrained Quadratic Programming (Lasso)
- M. Wainwright
- Computer ScienceIEEE Transactions on Information Theory
- 1 May 2009
TLDR
Statistical Learning with Sparsity: The Lasso and Generalizations
- T. Hastie, R. Tibshirani, M. Wainwright
- Computer Science
- 7 May 2015
TLDR
High-dimensional covariance estimation by minimizing â„“1-penalized log-determinant divergence
- Pradeep Ravikumar, M. Wainwright, G. Raskutti, Bin Yu
- Computer Science, Mathematics
- 21 November 2008
TLDR
High-dimensional Ising model selection using â„“1-regularized logistic regression
- Pradeep Ravikumar, M. Wainwright, J. Lafferty
- Computer Science
- 1 June 2010
TLDR
Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling
- John C. Duchi, Alekh Agarwal, M. Wainwright
- Computer ScienceIEEE Transactions on Automatic Control
- 12 May 2010
TLDR
High-Dimensional Statistics
- M. Wainwright
- Computer Science
- 12 February 2019
TLDR
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