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Truth discovery methods and rule-based data repairing methods are two classic lines of approaches to improve data quality in the field of database. Truth discovery methods resolve the multi-source conflicts for the same entity by estimating the reliabilities of different source, while rule-based data repairing methods resolve the inconsistencies among different entities using integrity constraints...