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:
Dec. 07, 2021

Filed:

Nov. 02, 2018
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Anisha Mazumder, Bellevue, WA (US);

Craig Henry Wittenberg, Clyde Hill, WA (US);

Daniel L. Mace, Bellevue, WA (US);

Haijun Zhai, Bothell, WA (US);

Seetharaman Harikrishnan, Clyde Hill, WA (US);

Ram Shankar Siva Kumar, Bothell, WA (US);

Yogesh K. Roy, Redmond, WA (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); G06F 21/56 (2013.01); G06N 5/04 (2006.01); G06N 7/08 (2006.01); G06N 7/00 (2006.01);
U.S. Cl.
CPC ...
G06F 21/566 (2013.01); G06F 2221/034 (2013.01); G06N 5/04 (2013.01); G06N 7/005 (2013.01); G06N 7/08 (2013.01);
Abstract

Provided herein are methods, systems, and computer program products for intelligent detection of multistage attacks which may arise in computer environments. Embodiments herein leverage adaptive graph-based machine-learning solutions that can incorporate rules as well as supervised learning for detecting multistage attacks. Multistage attacks and attack chains may be detected or identified by collecting data representing events, detections, and behaviors, determining relationships among various data, and analyzing the data and associated relationships. A graph of events, detections, and behaviors which are connected by edges representing relationships between nodes of the graph may be constructed and then subgraphs of the possibly enormous initial graph may be identified which represent likely attacks.


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