Suppose I have a list of (e.g.) restaurants. A lot of users get a list of pairs of restaurants, and select the one of the two they prefer (a la hotornot). 

I would like to convert these results into absolute ratings: For each restaurant, 1-5 stars (rating can be non-integer, if necessary). 

What are the general ways to go with this problem?

Thanks