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:
Nov. 15, 2022

Filed:

Sep. 21, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Mahbod Tavallaee, Markham, CA;

Aankur Bhatia, Bethpage, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06N 20/00 (2019.01); G06F 16/28 (2019.01);
U.S. Cl.
CPC ...
H04L 63/1425 (2013.01); G06F 16/285 (2019.01); G06N 20/00 (2019.01); H04L 63/1416 (2013.01);
Abstract

Embodiments of a method are disclosed. The method includes determining that the event type of an event log of a security information and event management (SIEM) cannot be identified. The method further includes generating a vectorized log using a cleaned, tokenized, and padded version of the event log. Additionally, the method includes generating a classification for the vectorized log using a deep learning classification model that is trained to identify a potential event type for the event log based on deep learning training using multiple parsed logs. The method also includes determining that a confidence level of the classification meets a predetermined threshold. The method further includes parsing the event log based on the classification.


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