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. 16, 2021

Filed:

Jun. 02, 2020
Applicant:

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

Inventors:

Kyle Kreth, Charlotte, NC (US);

Andrew Vlasic, Charlotte, NC (US);

Jeremiah Thompson, Charlotte, NC (US);

Nancy T. Carrier, Charlotte, NC (US);

Selvakumar Albert, Charlotte, NC (US);

Assignee:

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

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 20/40 (2012.01); G06Q 10/10 (2012.01); G06Q 40/02 (2012.01); G06Q 30/00 (2012.01); H03M 7/30 (2006.01); G06Q 50/26 (2012.01); G06F 16/21 (2019.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06Q 50/00 (2012.01);
U.S. Cl.
CPC ...
G06Q 20/4016 (2013.01); G06F 16/219 (2019.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06Q 10/10 (2013.01); G06Q 30/0185 (2013.01); G06Q 40/02 (2013.01); G06Q 50/01 (2013.01); G06Q 50/26 (2013.01); H03M 7/3059 (2013.01);
Abstract

Aspects of the disclosure relate to using machine learning techniques for generating automated suspicious activity reports (SAR). A computing platform may generate a labelled transaction history dataset by combining historical transaction data with historical report information. The computing platform may train a convolutional neural network using the labelled transaction history dataset. The computing platform may receive new transaction data and compress the new transaction data using lossy compression. The computing platform may input the compressed transaction data into the convolutional neural network, which may cause the convolutional neural network to output a suspicious event probability score based on the compressed transaction data. The computing platform may determine whether the suspicious event probability score exceeds a predetermined threshold and, if so, the computing platform may send one or more commands directing a report processing system to generate a SAR, which may cause the report processing system to generate the SAR.


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