Nearest Neighbor Search for Unsupervised Entity Linkage

Abstract

In this FEIII challenge competitors are tasked with matching small businesses in California across a number of data collections containing corporate registrations, sales tax permits, liquor licenses and restaurant inspections. We present match results using a nearest neighbor search via text-based similarity metrics on the businesses' primary names and street addresses. Manual inspection of the quality of matches shows promising matches.