Invention Grant
- Patent Title: Server computer and networked computer system for evaluating, storing, and managing labels for classification model evaluation and training
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Application No.: US14980729Application Date: 2015-12-28
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Publication No.: US11216855B2Publication Date: 2022-01-04
- Inventor: Alessandro Magnani , Jianhui Zhang
- Applicant: Wal-Mart Stores, Inc.
- Applicant Address: US AR Bentonville
- Assignee: Wal-Mart Stores, Inc.
- Current Assignee: Wal-Mart Stores, Inc.
- Current Assignee Address: US AR Bentonville
- Agency: Bryan Cave Leighton Paisner LLP
- Main IPC: G06Q30/00
- IPC: G06Q30/00 ; G06Q30/06

Abstract:
A system for use in monitoring an operation of a classification model in generating estimated labels for item records is described herein. The system receives a current labeling budget value including a number of trusted labels available for use in a labeling operation, determines a current selection probability for each item record included in an item list as a function of the current labeling budget value, selects a plurality of item records from the item list as a function of each corresponding current selection probability, and generates a sampling list including the selected item records. The system determines a risk measurement value associated with the classification model indicating an accuracy of the estimated labels as compared to trusted labels associated with the item records.
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