- On the Information Theoretic Limits of Learning Ising Models (arXiv, software)
R. Tandon, K. Shanmugam, A. Dimakis, P. Ravikumar.
To appear in Neural Information Processing Systems (NIPS), December 2014. - Information-theoretic lower bounds on the oracle complexity of convex optimization (pdf, software)
A. Agarwal, P. Bartlett, P. Ravikumar, M. Wainwright.
IEEE Transactions on Information Theory 58(5), pp. 3235-3249, 2012. - Information-Theoretic Metric Learning (pdf, software)
J. Davis, B. Kulis, P. Jain, S. Sra, I. Dhillon.
In International Conference on Machine Learning (ICML), June 2007. - An Information Theoretic Analysis of Maximum Likelihood Mixture Estimation for Exponential Families (pdf, software)
A. Banerjee, I. Dhillon, J. Ghosh, S. Merugu.
In International Conference on Machine Learning (ICML), July 2004.