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:
Jan. 28, 2025

Filed:

Dec. 28, 2022
Applicant:

Sumo Logic, Inc., Redwood City, CA (US);

Inventors:

David M. Andrzejewski, San Francisco, CA (US);

Bashyam Tca, Walnut Creek, CA (US);

Joshua Richard Williams, Austin, TX (US);

Assignee:

SUMO LOGIC, INC., Redwood City, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/57 (2013.01); G06F 21/55 (2013.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 21/577 (2013.01); G06F 21/554 (2013.01); G06N 20/00 (2019.01); G06F 2221/034 (2013.01);
Abstract

Methods, systems, and computer programs are presented for automatic evaluation of security incidents. One method includes receiving a resolution status, for a set of insights, indicating if each insight was a true or a false positive. A global training set, comprising the resolution status for the insights, is generated, and a local training set with a subset of the insights associated with a first user. A machine-learning (ML) program is trained, using the global training set, to obtain a global model, and using the local training set to obtain a local model for the first user. When a new insight for the first user is detected, a global score is obtained using the global model, and a local score is obtained using the local model. A confidence score, calculated based on the global and local scores, is presented as an indication of an estimated severity of the new insight.


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