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:
Aug. 01, 2023

Filed:

Apr. 29, 2021
Applicant:

Bank of America Corporation, Charlotte, NC (US);

Inventors:

Aqa Muhammad Ziaul Ehsan, Plano, TX (US);

Kevin Luong Tran, Frisco, TX (US);

Assignee:

Bank of America Corporation, Charlotte, NC (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06F 11/14 (2006.01); G06F 16/25 (2019.01); G06F 16/215 (2019.01); G06N 20/00 (2019.01); G06F 11/34 (2006.01); G06F 9/50 (2006.01);
U.S. Cl.
CPC ...
G06F 11/142 (2013.01); G06F 9/5016 (2013.01); G06F 11/3452 (2013.01); G06F 11/3476 (2013.01); G06F 16/215 (2019.01); G06F 16/254 (2019.01); G06N 20/00 (2019.01);
Abstract

Apparatus and methods an artificial intelligence method of reducing failure in an informational flow of a data stream controlled by an Extract Transform Load process using a machine learning ('ML') model training system are provided. The method may include deploying a software sensor that periodically captures data points for an extract job executed during an extract phase of the process. The method may also include building a behavior profile concurrently with the receipt of each of the data points. The method may further include comparing the behavior profile to behavior profiles stored in an Adverse Behavior Model database and behavior profiles stored in a Normal Behavior Model database. When the behavior profile is determined to have a threshold number of match points matching the behavior profile to behavior profiles in the Adverse Behavior Model database, the method may include increasing a target database storage capacity.


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