Patent №
US 11,829,338
Granted
2023-11-28
Filed 2021
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
AI components
5
ml · nlp · vision · planning · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
17457922
One or more computer processors classify each log line in a plurality of unlabeled log lines as an erroneous log line or a non-erroneous log line. The one or more computer processors templatize each classified erroneous log line and non-erroneous log line in the plurality of unlabeled log lines. The one or more computer processors cluster erroneous log templates into erroneous log template clusters and the non-erroneous log templates into non-erroneous log template clusters. The one or more computer processors eliminate the erroneous log template clusters and the non-erroneous log template clusters that exceed a frequency threshold. The one or more computer processors train a log anomaly model utilizing=remaining erroneous log template clusters and remaining non-erroneous log template clusters. The one or more computer processors identify a subsequent log line as anomalous or non-anomalous utilizing the trained log anomaly model.
AI classification
Ownership
INTERNATIONAL BUSINESS MACHINES CORPORATION
assignment · 583140376
Assignors
BANSAL, SAHIL, KUMAR, HARSHIT, AN, LU, LIU, XIAOTONG, XU, ANBANG
On an employer assignment, the assignors are typically the inventors.