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:
Nov. 10, 2020

Filed:

Jun. 08, 2018
Applicant:

Fireeye, Inc., Milpitas, CA (US);

Inventors:

Balamurugan Rajagopalan, Bangalore, IN;

Rahul Mohandas, Bangalore, IN;

Santhosh Kumar Ramachandran, Udumalpet, IN;

Vamshi Kumar Kurva, Vikarabad, IN;

Assignee:

FireEye, Inc., Milpitas, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); G06N 3/08 (2006.01); H04L 12/58 (2006.01); H04L 29/08 (2006.01);
U.S. Cl.
CPC ...
H04L 63/1483 (2013.01); G06N 3/08 (2013.01); H04L 51/18 (2013.01); H04L 63/145 (2013.01); H04L 67/02 (2013.01);
Abstract

The presently disclosed subject matter includes a system for the detection of phishing cyber-attacks based on an application of deep machine learning techniques including the implementation of a deep convolutional neural network to determine whether a web element associated with a uniform resource locator is part of a phishing cyber-attack. The system produces a notification indicative of the phishing cyber-attack when a positive match between the uniform resource locator and the phishing cyber-attack is determined. The convolutional neural network is retrained at periodic time intervals with new datasets retrieved by an automated dataset collector and thus, improves the detection of zero-days cyber-attacks.


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