Variational Methods
A.
Ahmed and E. P. Xing, On Tight Approximate Inference of
Logistic-Normal Admixture Model,
Proceedings of the Eleventh International Conference on Artifical
Intelligence and Statistics (AISTAT 2007).
- H.
Kamisetty, E. P. Xing, C. J. Langmead,
Free Energy Estimates of
All-atom Protein Structures Using Generalized
Belief Propagation,
The Eleventh Annual International Conference on Research in
Computational Molecular Biology
(RECOMB 2007).
- E.P. Xing, M.I Jordan and S. Russell, Graph partition strategies for generalized mean field inference. Uncertainty in Artificial Intelligence 20 (UAI2004), (eds. Meek and Halpern) AUAI Press, 602-610, 2004. [ps]
- E.P. Xing, M.I. Jordan, and S. Russell, A
generalized mean field algorithm for variational inference in
exponential
families, Uncertainty in Artificial Intelligence (UAI2003),
(eds. Meek and Kjaelff) Morgan Kaufmann Publishers, 583-591}, 2003.
This paper was awarded a Runner-up
Best Student Paper Award. (ps,
code.)