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Analysis of signal detection data

Mike,

I would add the following paper, which discusses Bayesian SDT models. 
Rouder's website may have software to estimate the models.


@ARTICLE{RouLu05,
   author = {J. N. Rouder and J. Lu},
   title = {An introduction to {B}ayesian hierarchical models with an 
application in the theory of signal detection},
   journal = {Psychonomic Bulletin and Review},
   year = {2005},
   volume = {12},
   pages = {573-604}
}


Ed