Publications

2015

• 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

• 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

• 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.

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)