Patent · US Active

Server computer and networked computer system for evaluating, storing, and managing labels for classification model evaluation and training

US11216855B2 · kind B2 · utility

1Cited by
1References
20Claims
0Family size

Assignee

Inventors

Key dates

Filing dateDec 28, 2015
Grant dateJan 4, 2022
Priority date
Expiry dateMar 3, 2038

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06Q30/0627
  • WIPO fieldIT methods for management
  • WIPO sectorElectrical engineering

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.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.