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:
Jun. 16, 2026

Filed:

Nov. 15, 2021
Applicant:

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

Inventors:

Gary I. Givental, Bloomfield Hills, MI (US);

Aankur Bhatia, Bethpage, NY (US);

Joel Rajakumar, Atlanta, GA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01); G06N 3/126 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 21/55 (2013.01); G06N 3/126 (2013.01); G06N 20/00 (2019.01); G06F 2221/034 (2013.01);
Abstract

Techniques for improved cybersecurity are provided. A plurality of feature subsets are identified, each containing a respective subset of features from a plurality of features included in a set of training security logs. The plurality of feature subsets is modified using one or more genetic programming techniques, and each of the plurality of feature subsets is scored using a plurality of threat classifiers, where the plurality of threat classifiers comprise trained machine learning models. A set of feature subsets is selected, from the plurality of feature subsets, based on the scores. A type classifier is trained based on the set of feature subsets, where the type classifier comprises a trained machine learning model.


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