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. 21, 2021

Filed:

Apr. 18, 2017
Applicant:

Trend Micro Incorporated, Tokyo, JP;

Inventors:

Jonathan Andersson, Round Rock, TX (US);

Josiah Hagen, Round Rock, TX (US);

Brandon Niemczyk, Austin, TX (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/00 (2006.01); H04L 29/06 (2006.01); H04L 29/08 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 63/20 (2013.01); G06N 20/00 (2019.01); H04L 63/1416 (2013.01); H04L 63/1441 (2013.01); H04L 67/02 (2013.01);
Abstract

An intrusion prevention system includes a machine learning model for inspecting network traffic. The intrusion prevention system receives and scans the network traffic for data that match an anchor pattern. A data stream that follows the data that match the anchor pattern is extracted from the network traffic. Model features of the machine learning model are identified in the data stream. The intrusion prevention system classifies the network traffic based at least on model coefficients of the machine learning model that are identified in the data stream. The intrusion prevention system apples a network policy on the network traffic (e.g., block the network traffic) when the network traffic is classified as malicious.


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