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:
Nov. 25, 2025

Filed:

Apr. 10, 2023
Applicant:

Jpmorgan Chase Bank, N.a., New York, NY (US);

Inventors:

Deepanjan Chakraborti, Kolkata, IN;

Luke Meier, Frisco, TX (US);

Brandon Chihkai Yang, Chicago, IL (US);

Maria Beltran, Chicago, IL (US);

Assignee:

JPMORGAN CHASE BANK, N.A., New York, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 40/279 (2020.01); G06N 3/0475 (2023.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 3/0475 (2023.01); G06F 40/279 (2020.01);
Abstract

A method and a system for counteracting model drift in a Latent Dirichlet Allocation (LDA) model by maintaining freshness and accuracy in the LDA model by leveraging LDA classification and vector algebra to detect potential degradations are provided. The method entails determining whether an LDA model has drifted and therefore requires retraining based on measurements of cosine similarities of respective topics that correspond to two LDA models and a topic match entropy between the two LDA models that is determined based on the measurements.


Find Patent Forward Citations

Loading…