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:
May. 11, 2021
Filed:
Feb. 25, 2019
Applicant:
Fair Isaac Corporation, Minneapolis, MN (US);
Inventors:
Scott Zoldi, San Diego, CA (US);
Shafi Rahman, San Diego, CA (US);
Assignee:
FAIR ISAAC CORPORATION, Roseville, MN (US);
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06K 9/62 (2006.01); G06N 20/00 (2019.01); G06F 17/18 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6226 (2013.01); G06F 17/18 (2013.01); G06K 9/6227 (2013.01); G06K 9/6256 (2013.01); G06K 9/6277 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01);
Abstract
A system and method for learning and associating reliability and confidence corresponding to a model's predictions by examining the support associated with datapoints in the variable phase space in terms of data coverage, and their impact on the weights distribution. The approach disclosed herein examines the impact of minor perturbations on a small fraction of the training exemplars in the variable phase space on the weights to understand whether the weights remain unperturbed or change significantly.