We model the joint expected utility of a d in writing θ d as the average of the group's utility.
1 where the "cost" term is scaled by c d,a , denoting the fractional "contribution" of author a to document d. a∈a d c d,a = 1, and we treat c d as a latent categorical distribution to be inferred.