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. 11, 2021

Filed:

Dec. 18, 2018
Applicant:

Emc Ip Holding Company Llc, Hopkinton, MA (US);

Inventors:

Idan Achituve, Ganei Tikva, IL;

Maya Herskovic, Tel Aviv, IL;

Liat Ben-Porat, Tel Aviv, IL;

Tal Aboudy, Kiryat Ono, IL;

Or Navri, Tel Aviv, IL;

Assignee:

EMC IP Holding Company LLC, Hopkinton, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); G06N 20/00 (2019.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
H04L 63/1416 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01);
Abstract

A method includes generating a static model for classifying transactions of a designated type, the static model being trained using predefined input data corresponding to a first set of features generic to transactions of the designated type, and generating a dynamic model for classifying transactions of the designated type, the dynamic model being trained using dynamic input data corresponding to a second set of features specific to subsets of transactions of the designated type. The method also includes combining the static and dynamic models to generate a combined model, detecting transactions of the designated type between client devices and an enterprise system, and utilizing the combined model to classify a given detected transaction between a given client device and the enterprise system as potentially malicious or benign. The method further includes modifying processing of the given detected transaction responsive to classifying the given detected transaction as potentially malicious.


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