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:
Nov. 29, 2022

Filed:

Jan. 26, 2021
Applicant:

AO Kaspersky Lab, Moscow, RU;

Inventors:

Sergey V. Prokudin, Moscow, RU;

Alexey M. Romanenko, Moscow, RU;

Assignee:

AO Kaspersky Lab, Moscow, RU;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01); H04L 9/40 (2022.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06F 21/562 (2013.01); G06F 21/567 (2013.01); G06N 3/08 (2013.01); G06F 21/56 (2013.01); G06F 2221/034 (2013.01); H04L 63/14 (2013.01);
Abstract

Disclosed herein are systems and methods for determining a coefficient of harmfulness of a file using a trained learning model. In one aspect, an exemplary method includes forming a first vector containing a plurality of attributes of a known malicious file. A learning model is trained using the first vector to identify a plurality of significant attributes that influence identification of the malicious file. A second vector is formed containing a plurality of attributes of known safe files. The learning model is trained using the second vector to identify attributes insignificant to the identification of the malicious file. An unknown file is analyzed by the learning model. The learning model outputs a numerical value identifying a coefficient of harmfulness relating to a probability that the unknown file will prove to be harmful.


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