Methods for ensembling ranked lists?
In this case, you might want to convert these into pair-wise relationships (e.g. item1 &lt; item3), put together what you get from the different methods, and find a ranking which agrees with them the most.

You can look at the answer in the comment for some ideas - I would also suggest another paper that might help you: Aggregating inconsistent information: ranking and clustering