The PAN'11 tuning experiment shows a clearer picture in terms of accuracy differences between different parameter settings than the Judgment experiments.
when we used uninformed uniform priors on the document/author word split (δ (D) = δ (A) = 1), and the same wordin-topic priors for both document and author words ( = 0), the obtained accuracy was comparable to AT-P's accuracy.