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:
May. 14, 2024

Filed:

Dec. 30, 2019
Applicant:

Armis Security Ltd., Tel Aviv-Jaffa, IL;

Inventors:

Tom Hanetz, Tel Aviv, IL;

Yuval Friedlander, Petah Tikva, IL;

Assignee:

ARMIS SECURITY LTD., Tel Aviv-Jaffa, IL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/35 (2019.01); G06F 18/2113 (2023.01); G06F 18/213 (2023.01); G06F 18/214 (2023.01); G06F 18/24 (2023.01); G06F 18/241 (2023.01); G06F 18/2431 (2023.01); G06Q 40/02 (2023.01); H04L 9/40 (2022.01); H04L 43/0817 (2022.01); G06V 30/24 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/35 (2019.01); G06F 18/2113 (2023.01); G06F 18/213 (2023.01); G06F 18/214 (2023.01); G06F 18/241 (2023.01); G06F 18/2431 (2023.01); G06F 18/24765 (2023.01); G06Q 40/02 (2013.01); H04L 43/0817 (2013.01); H04L 63/14 (2013.01); H04L 63/1408 (2013.01); G06V 30/2528 (2022.01);
Abstract

A system and method for determining device attributes using a classifier hierarchy. The method includes: sequentially applying a plurality of sub-models of a hierarchy to a plurality of features extracted from device activity data, wherein the sequential application ends with applying a last sub-model of the plurality of sub-models, wherein each sub-model includes a plurality of classifiers, wherein each sub-model outputs a class when applied to at least a portion of the plurality of features, wherein each class is a classifier output representing a device attribute, wherein applying the plurality of sub-models further comprises iteratively determining a next sub-model to apply based on the class output by a most recently applied sub-model and the hierarchy; and determining a device attribute based on the class output by the last sub-model.


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