The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Dec. 08, 2020
Filed:
Mar. 29, 2018
Mcafee, Llc, Santa Clara, CA (US);
Lynda M. Grindstaff, Folsom, CA (US);
Celeste R. Fralick, Lubbock, TX (US);
McAfee, LLC, San Jose, CA (US);
Abstract
A method for automated assessment of a model includes: training a model to perform a prediction, diagnostic, or classification operation based on a training dataset; deploying the model in production to perform the operation on field data; monitoring signal data associated with the model automatically, the signal data including specific or derived signal data representing characteristics of an ecosystem in which the model is deployed and new observations in incoming field data; monitoring accuracy of the model by applying a statistical tool to a plurality of data points of the signal data; determining whether the signal data represents an unstable process by identifying outlier data points from among the plurality of data points of the signal data; generating an indication that a corrective action should be taken on the model based on a result of the determination; and displaying the indication on a display.