Publications

2017

• A Review of Multivariate Distributions for Count Data Derived from the Poisson Distribution (arXiv, software, code)
  D. Inouye, E. Yang, G. Allen, P. Ravikumar.
  WIREs Computational Statistics , May 2017.

2015

• Closed-form Estimators for High-dimensional Generalized Linear Models (pdf, software)
  E. Yang, A. Lozano, P. Ravikumar.
  To appear in Neural Information Processing Systems (NIPS), pp. 586-594, December 2015. (Spotlight)
• Graphical Models via Univariate Exponential Family Distributions (pdf, arXiv, software)
  E. Yang, P. Ravikumar, G. Allen, Z. Liu.
  Journal of Machine Learning Research (JMLR) , pp. 3813-3847, December 2015.

2014

• Elementary Estimators for Graphical Models (pdf, software)
  E. Yang, A. Lozano, P. Ravikumar.
  In Neural Information Processing Systems (NIPS), December 2014.
• Elementary Estimators for High-Dimensional Linear Regression (pdf, software)
  E. Yang, A. Lozano, P. Ravikumar.
  In International Conference on Machine Learning (ICML), 2014. (Oral)
• Elementary Estimators for Sparse Covariance Matrices and other Structured Moments (pdf, software)
  E. Yang, A. Lozano, P. Ravikumar.
  In International Conference on Machine Learning (ICML), 2014. (Oral)
• Mixed Graphical Models via Exponential Families (pdf, software)
  E. Yang, Y. Baker, P. Ravikumar, G. Allen, Z. Liu.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), 2014. (Oral)

2013

• Dirty Statistical Models (pdf, software)
  E. Yang, P. Ravikumar.
  In Neural Information Processing Systems (NIPS), 2013.
• Conditional Random Fields via Univariate Exponential Families (pdf, software)
  E. Yang, P. Ravikumar, G. Allen, Z. Liu.
  In Neural Information Processing Systems (NIPS), December 2013.
• On Poisson Graphical Models (pdf, software)
  E. Yang, P. Ravikumar, G. Allen, Z. Liu.
  In Neural Information Processing Systems (NIPS), December 2013.
• On Robust Estimation of High Dimensional Generalized Linear Models (pdf, software)
  E. Yang, A. Tewari, P. Ravikumar.
  In International Joint Conference on Artificial Intelligence (IJCAI), 2013.

2012

• Graphical Models via Generalized Linear Models (pdf, software)
  E. Yang, P. Ravikumar, G. Allen, Z. Liu.
  In Neural Information Processing Systems (NIPS), 2012. (Oral)
• Perturbation based Large Margin Approach for Ranking (pdf, software)
  E. Yang, A. Tewari, P. Ravikumar.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), 2012.

2011

• On NDCG Consistency of Listwise Ranking Methods (pdf, software)
  P. Ravikumar, A. Tewari, E. Yang.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), 2011.
• On the Use of Variational Inference for Learning Discrete Graphical Models (pdf, software)
  E. Yang, P. Ravikumar.
  In International Conference on Machine Learning (ICML), 2011. (Oral)