Invention Grant
- Patent Title: Processor and method of weighted feature importance estimation
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Application No.: US16559998Application Date: 2019-09-04
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Publication No.: US10706323B1Publication Date: 2020-07-07
- Inventor: Elad Liebman
- Applicant: SparkCognition, Inc.
- Applicant Address: US TX Austin
- Assignee: SPARKCOGNITION, INC.
- Current Assignee: SPARKCOGNITION, INC.
- Current Assignee Address: US TX Austin
- Agency: Moore IP Law
- Main IPC: G06N20/00
- IPC: G06N20/00 ; G06K9/62

Abstract:
A method includes determining a feature importance ranking for each pair of clusters of a plurality of clusters to generate a first plurality of feature importance rankings. The method further includes determining a feature importance ranking between a particular data element and each cluster to generate a second plurality of feature importance rankings. A distance value associated with each pair of clusters of the plurality of clusters is determined to generate a plurality of distance values, and a probability value associated with each data element is determined to generate a plurality of probability values. The method further includes weighting the first plurality of feature importance rankings based on the plurality of distance values to determine a first plurality of weighted feature importance rankings and weighting the second plurality of feature importance rankings based on the plurality of probability values to determine a second plurality of weighted feature importance rankings.
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