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. 07, 2024

Filed:

Apr. 28, 2021
Applicant:

Cable Television Laboratories, Inc., Louisville, CO (US);

Inventors:

Junwen Zhang, Broomfield, CO (US);

Bernardo Huberman, Palo Alto, CA (US);

Jingjie Zhu, Erie, CO (US);

Karthik Sundaresan, Boulder, CO (US);

Zhensheng Jia, Superior, CO (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 12/851 (2013.01); G06N 3/04 (2023.01); G06N 3/08 (2023.01); H04L 47/2441 (2022.01);
U.S. Cl.
CPC ...
H04L 47/2441 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01);
Abstract

A method for traffic flow classification in a communication network includes (1) identifying a traffic flow in communication network traffic, (2) extracting features of the traffic flow, and (3) using a machine learning model, classifying the traffic flow at least partially based on the features of the traffic flow. The features of the traffic flow include, for example, a distribution of packet size values of a sliding window sample of the traffic flow, a distribution of inter-arrival time values of a sliding window sample of the traffic flow, standard deviation of data packet size, average of data packet size, standard deviation of data packet inter-arrival time, and average of data packet inter-arrival time.


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