It is not uncommon that individuals create multiple profiles across several SNSs, each containing partially overlapping sets of personal information. As a result, the creation of a global profile that gives an holistic view of the information of an individual requires methods that automatically match, or reconciliates, profiles across SNSs. In this paper, we focus on the problem of identifying, or matching, the profiles of any individual across social networks.