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. 28, 2022

Filed:

Jan. 17, 2018
Applicant:

Cylance Inc., Irvine, CA (US);

Inventor:

Andrew Davis, Portland, OR (US);

Assignee:

Cylance Inc., San Ramon, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01); G06N 20/00 (2019.01); G06N 3/08 (2006.01); G06K 9/62 (2022.01); G06N 20/10 (2019.01); G06N 20/20 (2019.01); G06V 10/40 (2022.01);
U.S. Cl.
CPC ...
G06K 9/6269 (2013.01); G06F 21/561 (2013.01); G06F 21/563 (2013.01); G06K 9/6247 (2013.01); G06K 9/6255 (2013.01); G06K 9/6256 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01); G06N 20/20 (2019.01); G06V 10/513 (2022.01);
Abstract

Presence of malicious code can be identified in one or more data samples. A feature set extracted from a sample is vectorized to generate a sparse vector. A reduced dimension vector representing the sparse vector can be generated. A binary representation vector of reduced dimension vector can be created by converting each value of a plurality of values in the reduced dimension vector to a binary representation. The binary representation vector can be added as a new element in a dictionary structure if the binary representation is not equal to an existing element in the dictionary structure. A training set for use in training a machine learning model can be created to include one vector whose binary representation corresponds to each of a plurality of elements in the dictionary structure.


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