ordered data - probability distribution

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I have n items ranked by k experts. I would like to aggregate the ranks using a Bayesian model. However, I do not know if there is a way to model the ranks.

P.S.: You can assume that we have a feature vector for each item, although I prefer that there is no such an assumption.