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. 02, 2025

Filed:

Jun. 15, 2023
Applicant:

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

Inventors:

Shimon Benusovich, Rishon le Zion, IL;

Andrey Finkelshtein, Beer Sheva, IL;

Noga Agmon, Givat Shmuel, IL;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06F 16/906 (2019.01);
U.S. Cl.
CPC ...
H04L 63/1425 (2013.01); G06F 16/906 (2019.01);
Abstract

Mechanisms are provided for detecting fraudulent user flows associated with a website. User flow data, representing an interaction by a user with content of a website, is received and converted to a vector representation that represents a time series transition from one portion of website content to another of the website. The vector representation is input to a trained sequential machine learning computer model which generates a classification of the vector representation. A determination as to whether or not the user flow data represents a fraudulent user flow is made based on the classification. An output is generated that indicates whether or not the user flow is a fraudulent user flow based on the detection.


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