US 2024/0256559 A1 · INSIGHT CREATION TRANSPARENCY

Abstract

A method and system for insight creation transparency. Explainable artificial intelligence, in recent years, has become synonymous with a framework through which users, relying on machine learning models for various applications, may come to trust the result(s) outputted by said models through better comprehension of the mechanisms leading to said result(s). Leveraging a vast database of metadata for a plethora of unstructured and structured data/information, embodiments disclosed herein derive, or infer, insights therefrom that best address any user-submitted queries. Embodiments disclosed herein, further, provide transparency information detailing, for example, which input(s) and which technique(s) and/or algorithm(s) were employed to arrive at the derived/inferred insights.

Claims20

Dependent claims

A method for insight creation transparency, the method comprising:

receiving a transparent insight query comprising a query expression;
extracting an expression keyword from the query expression;
obtaining a metadata graph representative of an asset catalog;
filtering, based on the expression keyword, the metadata graph to identify a node subset;
generating a k-partite metadata graph using the node subset;
and
creating a non-interactive query result based on the k-partite metadata graph.

4 more elements

A non-transitory computer readable medium (CRM) comprising computer readable program code, which when executed by a computer processor, enables the computer processor to perform a method for insight creation transparency, the method comprising:

receiving a transparent insight query comprising a query expression;
extracting an expression keyword from the query expression;
obtaining a metadata graph representative of an asset catalog;
filtering, based on the expression keyword, the metadata graph to identify a node subset;
generating a k-partite metadata graph using the node subset;
and
creating a non-interactive query result based on the k-partite metadata graph.

4 more elements

Dependencies are inferred from the claim text.

Insight creation transparency

Life of this patent

Insight creation transparency

Life of this patent

Abstract

Claims20