The record linkage problem is modeled as a machine learning problem. It is solved in both unsupervised and supervised manners. In cases where we only have the features of the tuples we want to de-dupe and don't have ground truth information, an unsupervised learning method such as K-means is employed.

Let us look at the unsupervised learning.