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:
Jul. 08, 2025

Filed:

Dec. 13, 2021
Applicant:

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

Inventors:

Dave Willoughby, Austin, TX (US);

Marco Selig, Leipzig, DE;

Pavel Kravetskiy, Grafenau, DE;

Juri Dragoun, Öhringen, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06F 16/28 (2019.01); G06F 21/56 (2013.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01);
U.S. Cl.
CPC ...
H04L 63/1425 (2013.01); G06F 16/285 (2019.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01); H04L 63/1416 (2013.01); G06F 21/56 (2013.01); G06F 2221/033 (2013.01);
Abstract

A computer-implemented method, system, and computer program product for classifying a sequence of log entries of a computing system may be provided. The method may include pre-processing the log entries. The method may also include predicting, as a first output of a first trained machine-learning system, a likelihood of a particular next log entry after the window. The method may also include, predicting, as a second output of a second trained machine-learning system, whether the next log entry is unprecedented. The method may also include combining the first output and the second output for determining a classification of the sequence of log entries.


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