Journal of Computational and Graphical Statistics, Vol. 21, No. 4 (December 2012), pp. 940-960 (21 pages) Undirected graphical models are widely used in statistics, physics, and machine vision.

Psychologists have been trained to do data analysis by asking whether null values can be rejected. Is the difference between groups nonzero? Is choice accuracy not at chance level? These questions ...

(abridged) Gaia should increase significantly our knowledge of exoplanet systems, in terms of both their number and physical properties. We develop Bayesian methods and detection criteria for orbital ...

The authors used a Bayesian modeling framework to fit behavior and serotonin neuron activity to reward history across multiple timescales. A key goal was to distinguish value coding from other ...