Prediction problem

Prediction Problem

As can be seen from the image, I have a social graph. Each friend visits a set of places. I want to predict the places the user will visit based on his friends visit.

I have pre calculated the similarity scores between a user and all his friends as shown (s1, s2, s3). What would be possible techniques to use this available information to predict the places the user would visit ?

Thanks !