I'm trying to build a recommendation system, but I only have data on what my users have "liked", i.e. all non-missing data has the same numeric value.
Is it possible for me to use matrix factorization methods without actually having "ratings"? (Multiple numeric values for user ratings rather than just an indicator that a user has "liked" the item.) If so, how?