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:
Mar. 11, 2025

Filed:

Jul. 18, 2024
Applicant:

Index Engines Inc., Holmdel, NJ (US);

Inventors:

Ben Henry McMillan, Jr., Middletown, NJ (US);

Jairo Orlando Esteban, Freehold, NJ (US);

Assignee:

Index Engines Inc., Holmdel, NJ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01);
U.S. Cl.
CPC ...
G06F 21/566 (2013.01); G06F 2221/034 (2013.01);
Abstract

A method provides a set of computer data statistical profiles derived from a corresponding set of samples of computer data to a ransomware detection system and obtains a prediction of the likelihood of a ransomware attack in the set of samples of computer data. The system utilizes a machine learning system trained to achieve data models, with each model trained initially on a corresponding cluster of curated computer data statistics profiles, each cluster including statistics characterizing a corresponding cluster of curated samples resulting from exposing a selection of raw data samples to processing by actual ransomware. Each model is subject to iterations against initial validation data until performance convergences, with sample sources from the same backups not being present in both training and validation models. The models have been subject to final validation against actual customer data to address data drift that would otherwise result in excessive false predictions.


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