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:
Dec. 20, 2022

Filed:

Mar. 23, 2020
Applicant:

Mcafee, Llc, San Jose, CA (US);

Inventor:

German Lancioni, San Jose, CA (US);

Assignee:

McAfee, LLC, San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 9/455 (2018.01); G06F 21/56 (2013.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 9/455 (2013.01); G06F 21/567 (2013.01); G06F 2221/033 (2013.01);
Abstract

There is disclosed in one example a malware analysis server, including: a hardware platform including a processor and a memory; a machine learning model; a store of known objects previously classified by the machine learning model; and instructions encoded within the memory to instruct the processor to: receive a test sample; apply the machine learning model to the test sample to provide the test sample with classified features; compute pairwise distances between the test sample and a set of known objects from the store of known objects; select a group of near neighbor samples from the set of known objects; select a group of far neighbor samples from the set of known objects; and generate an explanation for the test sample according to the near neighbor samples and far neighbor samples.


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