Leveraging constraints for deduplication
AssigneeMicrosoft Corporation
InventorsSurajit Chaudhuri, Venkatesh Ganti, Shriraghav Kaushik
Life of this patent
Estimating the term…
Loading patent…
AssigneeMicrosoft Corporation
InventorsSurajit Chaudhuri, Venkatesh Ganti, Shriraghav Kaushik
Estimating the term…
A deduplication algorithm that provides improved accuracy in data deduplication by using aggregate and/or groupwise constraints. Deduplication is accomplished using only as many of these constraints that are satisfied rather than be imposed inflexibly as hard constraints. Additionally, textual similarity between tuples is leveraged to restrict the search space. The algorithm begins with a coarse initial partition of data records and continues by raising the similarity threshold until the threshold splits a given partition. This sequence of splits defines a rich space of alternatives. Over this space, an algorithm finds a partition of the input that maximizes constraint satisfaction. In the context of groupwise aggregation constraints for deduplication all SQL (structured query language) aggregates are allowed, including summation.
A computer-implemented system for data deduplication, comprising:
A computer-implemented method of deduplicating data, comprising:
A computer-implemented system, comprising:
Dependencies are inferred from the claim text.