In an effort to make joint models more accessible, we recently published a paper that uses JAGS as a way to implement joint models of neural and behavioral measures. In the paper, we discuss some illustrative models with different linking hypotheses, and then use these models in a realistic application linking single-trial neural activations in fMRI data to predictions about choice response time.
Check it out!
Model-based Cognitive Neuroscience Lab 