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:
Oct. 18, 2022

Filed:

Apr. 25, 2022
Applicant:

Morgan Stanley Services Group Inc., New York, NY (US);

Inventors:

Muna Al-Khayat, Montreal, CA;

Divya Rawat, Dehradun, IN;

Sara J. G. Krantz, Scotch Plains, NJ (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/20 (2019.01); G06K 9/62 (2022.01); G06N 5/00 (2006.01);
U.S. Cl.
CPC ...
G06N 20/20 (2019.01); G06K 9/628 (2013.01); G06N 5/003 (2013.01);
Abstract

A system and method for using machine learning classifiers to auto-approve or auto-escalate unknown events is disclosed. The system has queues for receiving a stream of data concerning the unknown events; for storing data concerning escalated events believed to be adverse; and for storing data concerning approved events believed to be innocuous. When software instructions are executed, a device will retrieve data concerning an event from the first queue; vectorize and enrich the data; classify the vectorized, enriched data by a first machine learning model to decide whether to auto-escalate the data concerning the event to the second queue for review by a first human reviewer; and classify the vectorized, enriched data by a second machine learning model to decide whether to auto-approve the data concerning the event to the third queue.


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