A Bayesian Approach to Graphical Record Linkage and De-duplication

Rebecca C. Steorts, Rob Hall, Stephen E. Fienberg

We propose an unsupervised approach for linking records across arbitrarily many files, while simultaneously detecting duplicate records within files. Our key innovation involves th…