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:
Feb. 23, 2021

Filed:

Dec. 21, 2018
Applicant:

Innovative Defense Technologies, Llc, Arlington, VA (US);

Inventors:

Bernard Gauf, Vienna, VA (US);

Michael Bryman, Huntingdon Valley, PA (US);

Claire Moore, Bethesda, MD (US);

Samuel Nicoll, Oakton, VA (US);

David Ponticello, Medford, NJ (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06F 11/22 (2006.01); G06N 7/00 (2006.01); G06F 11/263 (2006.01);
U.S. Cl.
CPC ...
G06F 11/2257 (2013.01); G06F 11/263 (2013.01); G06N 7/005 (2013.01);
Abstract

An embodiment of the present invention is directed to an optimal event-driven anomaly detection scheme. The present invention recognizes that anomaly detection based solely on rules-based (deterministic) or probabilistic analysis alone are insufficient to capture and respond to ever evolving, highly sophisticated threats that tend to persist within a system undetected for long periods of time. According to an embodiment of the present invention, a tiered detection scheme composed of behavioral analysis and machine-learned probabilistic system behaviors provides an optimal level of sensitivity to detect and respond to threats, and further limits the number of false positives identified.


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