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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.

Patent No.:

US 12755018 B1

PDFFull Text
Date of Patent:
Oct. 06, 2026

Filed:

Oct. 07, 2024

Clustering of high dimensional data and use thereof in cyber security

Applicant:

Darktrace Holdings Limited, Cambridge, GB;

Inventors:

Stephen Pickman, Huntingdon, GB;

Steven Haworth, Cambridge, GB;

Anthony Lawson, Tyne & Wear, GB;

Assignee:

Darktrace Holdings Limited, Cambridge, GB;

Attorney:

Rutan and Tucker, LLP

Primary Examiner:

Christopher B Robinson

Int. Cl.
CPC ...
G06F 16/35 (2025.01); G06F 16/353 (2025.01); G06F 21/55 (2013.01); G06F 21/56 (2013.01); G06F 40/20 (2020.01); G06F 40/30 (2020.01); H04L 9/40 (2022.01); H04W 4/46 (2018.01); H04W 12/00 (2021.01);
U.S. Cl.
CPC ...
G06F 21/566 (2013.01); G06F 16/353 (2019.01); G06F 21/554 (2013.01); G06F 21/565 (2013.01); G06F 40/20 (2020.01); H04L 63/104 (2013.01); H04L 63/1425 (2013.01); H04L 63/20 (2013.01); H04W 4/46 (2018.02); H04W 12/009 (2019.01); G06F 2221/034 (2013.01);
Abstract

A computer-implemented method of updating a set of clusters representative of a classification of a text-based dataset into a plurality of different text types for use in a cyber security system is described as part of a classification pipeline. The method comprises receiving text data associated with an entity. The method further comprises generating one or more vector embeddings representative of the text data. The method further comprises using incremental learning to update the set of clusters based on the one or more vector embeddings.

Find Patent Forward Citations

Pickman, Stephen. (2026). Clustering of high dimensional data and use thereof in cyber security (U.S. Patent No. 12755018). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12755018

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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