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. 26, 2023

Filed:

Jan. 13, 2021
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Willie Robert Patten, Jr., Hurdle Mills, NC (US);

Eugene Irving Kelton, Wake Forest, NC (US);

Yi-Hui Ma, Mechanicsburg, PA (US);

Brandon Harris, Union City, NJ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/018 (2023.01); G06F 16/55 (2019.01); G06N 20/00 (2019.01); G06F 16/54 (2019.01); G06F 18/22 (2023.01); G06F 18/214 (2023.01);
U.S. Cl.
CPC ...
G06Q 30/0185 (2013.01); G06F 16/54 (2019.01); G06F 16/55 (2019.01); G06F 18/214 (2023.01); G06F 18/22 (2023.01); G06N 20/00 (2019.01);
Abstract

A method, computer system, and a computer program product for labeling optimization is provided. The present invention may include receiving a plurality of labeled historical transaction timeline image clusters based on a plurality of historical transaction timeline images clustered using unsupervised machine learning. The present invention may further include training an image recognition model using supervised machine learning based on the received plurality of labeled historical transaction timeline image clusters. The present invention may also include receiving, by the trained image recognition model, a current transaction timeline image. The present invention may further include assigning a corresponding label to the received current transaction timeline image based on matching the received current transaction timeline image to one of the received plurality of labeled historical transaction timeline image clusters.


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