Patent ID: 11922289
Assignee: SUBSALT INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A method for on-demand generation of anonymized and privacy-compliant synthetic datasets, the method comprising:
identifying, via one or more computers, a generative database query for obtaining synthetic data samples statistically representative of a target sensitive dataset;
constructing, via the one or more computers, a generative model election request based on the generative database query, wherein the generative model election request, once constructed, includes (1) a plurality of synthetization-informative query parameters extracted from the generative database query and (2) a synthetization objective of the generative database query;
searching, via the one or more computers, a generative model election data structure comprising a plurality of generative model-to-synthetization efficacy data nexuses based on the generative model election request, wherein searching the generative model election data structure includes:
(i) defining, via the one or more computers, a generative model election search query using model election criteria derived from at least the synthetization objective and the plurality of synthetization-informative query parameters,
(ii) searching, via the one or more computers, the generative model election data structure for one or more generative model-to-synthetization efficacy data nexuses that satisfy the model election criteria of the generative model election search query, and
(iii) electing, via the one or more computers, a generative model for fulfilling the generative database query based on an assessment of synthetization efficacy data included in each of the one or more generative model-to-synthetization efficacy data nexuses;

generating, via the one or more computers, a synthetic dataset using the generative model elected for fulfilling the generative database query based at least on a subset of the plurality of synthetization-informative query parameters extracted from the generative database query, wherein the synthetic dataset, once generated, comprises the synthetic data samples statistically representative of the target sensitive dataset; and
returning, via the one or more computers, the synthetic dataset as a result to the generative database query.