Logs, being run-time information automatically generated by software, record system events and activities with their timestamps. Before obtaining more insights into the run-time status of …
The process of log parsing, which converts log messages into structured formats, is a crucial step for various log analysis tasks. Although numerous log parsers have been proposed …
Log data is pivotal in activities like anomaly detection and failure diagnosis in the automated maintenance of software systems. Due to their unstructured format, log parsing is often …
W Dobrowolski, M Nikodem, O Unold - Electronics, 2023 - mdpi.com
The use of automated methods for log analysis is unavoidable in any large company; therefore, it has attracted attention from engineers and researchers. As a result, the number …
Developers write logging statements to generate logs that provide run-time information for various tasks. The readability of log messages in the logging statements (ie, the descriptive …
Y Huo, Y Li, Y Su, P He, Z Xie… - 2023 38th IEEE/ACM …, 2023 - ieeexplore.ieee.org
The rapid progress of modern computing systems has led to a growing interest in informative run-time logs. Various log-based anomaly detection techniques have been proposed to …
S Locke, H Li, THP Chen, W Shang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Logs contain valuable information about the runtime behaviors of software systems. Thus, practitioners rely on logs for various tasks such as debugging, system comprehension, and …
Log parsing transforms log messages into structured formats, serving as the prerequisite step for various log analysis tasks. Although a variety of log parsing approaches have been …
To alleviate the burden of software maintenance, bug localization, which aims to automatically locate the buggy source files based on the bug report, has drawn significant …