Recall: 99.5Candidate Set Size: 5000
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Blocking
Entity resolution (also known as entity matching, record linkage, or duplicate detection) is the task of finding records that refer to the same real-world entity across different data sources (e.g., data files, books, websites, and databases). (Source: Wikipedia)
Blocking is a crucial step in any entity resolution pipeline because a pair-wise comparison of all records across two data sources is infeasible. Blocking applies a computationally cheap method to generate a smaller set of candidate record pairs reducing the workload of the matcher. During matching a more expensive pair-wise matcher generates a final set of matching record pairs.
Survey on blocking:
논문
Recall: 98.1Candidate Set Size: 10900
Recall: 87.2Candidate Set Size: 21600
Recall: 88.6Candidate Set Size: 3276