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.

Date of Patent:
Dec. 05, 2023

Filed:

Dec. 02, 2014
Applicant:

Fair Isaac Corporation, San Jose, CA (US);

Inventors:

Jun Zhang, San Diego, CA (US);

Scott Michael Zoldi, San Diego, CA (US);

Assignee:

FAIR ISAAC CORPORATION, Minneapolis, MN (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/0201 (2023.01); G06N 5/045 (2023.01); G06N 3/045 (2023.01); G06N 20/00 (2019.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06Q 30/0201 (2013.01); G06N 3/045 (2023.01); G06N 5/045 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01);
Abstract

A diagnostic system for model governance is presented. The diagnostic system includes an auto-encoder to monitor model suitability for both supervised and unsupervised models. When applied to unsupervised models, the diagnostic system can provide a reliable indication on model degradation and recommendation on model rebuild. When applied to supervised models, the diagnostic system can determine the most appropriate model for the client based on a reconstruction error of a trained auto-encoder for each associated model. An auto-encoder can determine outliers among subpopulations of consumers, as well as support model go-live inspections.


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