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:
Jul. 05, 2022

Filed:

Dec. 27, 2019
Applicant:

Paypal, Inc., San Jose, CA (US);

Inventors:

Eric Nunes, Scottsdale, AZ (US);

Kevin Tyers, Chandler, AZ (US);

Meethil Vijay Yadav, Phoenix, AZ (US);

Nicholas Bailey, Mesa, AZ (US);

Todd Clausen, Gilbert, AZ (US);

Nathan Pratt, Scottsdale, AZ (US);

Bradley Wardman, Phoenix, AZ (US);

Assignee:

PAYPAL, INC., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 63/1483 (2013.01); G06N 20/00 (2019.01); H04L 63/0823 (2013.01); H04L 63/1416 (2013.01); H04L 63/20 (2013.01);
Abstract

A method for phishing detection using certificates associated with uniform resource locators (URLs) is discussed. The method includes accessing certificate portions of a certificate associated with a suspect URL, the certificate accessed at a database that includes certificates obtained by monitoring certificate logs. The method includes accessing a URL score for the suspect URL. The method includes assigning a certificate rule score based on partial certificate scores of certificate portions, the certificate rule score indicating a phishing potential for the certificate, each of the partial certificate scores indicating a likelihood of phishing of each portion based on certificate rules. The method includes using a machine learning model based on the URL score and the certificate to determine a uniqueness certificate score. The method also includes determining a phishing certificate score based on the certificate rule score and the uniqueness certificate score for the certificate.


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