Publications

2013

• A Dirty Model for Multiple Sparse Regression (pdf, software)
  A. Jalali, P. Ravikumar, S. Sanghavi.
  IEEE Transactions on Information Theory 59(12), pp. 7947-7968, 2013.

2012

• High-dimensional Sparse Inverse Covariance Estimation using Greedy Methods (pdf, software)
  A. Jalali, C. Johnson, P. Ravikumar.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), 2012.

2011

• On Learning Discrete Graphical Models using Group-Sparse Regularization (pdf, software)
  A. Jalali, P. Ravikumar, V. Vasuki, S. Sanghavi.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), April 2011.
• On Learning Discrete Graphical Models using Greedy Methods (pdf, software)
  A. Jalali, C. Johnson, P. Ravikumar.
  In Neural Information Processing Systems (NIPS), 2011.

2010

• A Dirty Model for Multi-task Learning (pdf, software)
  A. Jalali, P. Ravikumar, S. Sanghavi, C. Ruan.
  In Neural Information Processing Systems (NIPS), December 2010.