Scoring parameter generation for identity resolution

A computer-implemented system comprising:

• a storage;
• and
• a processor that receives a first data set, a statistical profile of a third data set, and identity resolution scores generated for the first data set;
• generates, from the first data set, a second data set that has a statistical profile that matches the statistical profile of the third data set, each of the first data set, the second data set, and the third data set comprising records that comprise data about individuals,
• matches the identity resolution scores generated for the first data set to pairs of records from the second data set,
• generates, using regression, new scoring parameters from the second data set and the identity resolution scores matched to the pairs of records from the second data set, and
• generates identity resolution scores for pairs of records from the third data set using the new scoring parameters.

A system comprising:

• one or more computers and one or more storage devices storing instructions which are operable, when executed by the one or more computers, to cause the one or more computers to perform operations comprising:
• receiving, by a computing device, a first data set, a statistical profile of a third data set, and identity resolution scores generated for the first data set;
• generating, from the first data set, a second data set that has a statistical profile that matches the statistical profile of the third data set, each of the first data set, the second data set, and the third data set comprising records that comprise data about individuals;
• matching the identity resolution scores generated for the first data set to pairs of records from the second data set;
• generating, using regression, new scoring parameters from the second data set and the identity resolution scores matched to the pairs of records from the second data set;
• and
• generating identity resolution scores for pairs of records from the third data set using the new scoring parameters.