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:
Jul. 19, 2022

Filed:

Oct. 04, 2019
Applicant:

The Toronto-dominion Bank, Toronto, CA;

Inventors:

Sangeeta Mathew, Mississauga, CA;

Darius Braziunas, Toronto, CA;

Arthur Carroll Chow, Markham, CA;

Ling Tao, Toronto, CA;

Arun Victor Jagga, Mississauga, CA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 40/02 (2012.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06Q 40/02 (2013.01); G06N 20/00 (2019.01);
Abstract

In an aspect, the present application describes a method including: obtaining account data associated with an account; passing at least some of the account data through a non-sufficient funds classifier, the non-sufficient funds classifier being a machine learning classifier configured to classify the account as either likely to have a non-sufficient funds event or unlikely to have a non-sufficient funds event, the machine learning classifier configured to evaluate a plurality of parameters associated with the account data; in response to determining that the account is likely to have a non-sufficient funds event, forecasting a balance for the account, wherein forecasting the balance for the account includes; and providing, to a client device associated with the account, a notification based on a forecasted balance.


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