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:
Sep. 22, 2020

Filed:

Jan. 24, 2017
Applicant:

Cisco Technology, Inc., San Jose, CA (US);

Inventors:

Ivan Nikolaev, Prague, CZ;

Tomas Pevny, Prague, CZ;

Assignee:

Cisco Technology, Inc., San Jose, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); H04L 12/26 (2006.01); H04L 29/08 (2006.01); G06N 20/00 (2019.01); H04L 12/24 (2006.01);
U.S. Cl.
CPC ...
H04L 63/1433 (2013.01); G06N 20/00 (2019.01); H04L 43/04 (2013.01); H04L 43/0876 (2013.01); H04L 63/145 (2013.01); H04L 67/306 (2013.01); H04L 41/14 (2013.01);
Abstract

In one embodiment, a device in a network identifies an set of services of a domain accessed by a plurality of users in the network. The device generates a service usage model for the domain based on the set of services accessed by the plurality of users. The service usage model models usage of the services of the domain by the plurality of users. The device trains a machine learning-based classifier to analyze traffic in the network using a set of training feature vectors. A particular training feature vector includes data indicative of service usage by one of the users for the domain and the modeled usage of the services of the domain by the plurality of users. The device causes classification of traffic in the network associated with a particular user by the trained machine learning-based classifier.


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