A literature review and existing challenges on software logging practices: From the creation to the analysis of software logs

MA Batoun, M Sayagh, R Aghili, A Ouni, H Li - Empirical Software …, 2024 - Springer
Software logging is the practice of recording different events and activities that occur within a
software system, which are useful for different activities such as failure prediction and …

PVE: A log parsing method based on VAE using embedding vectors

W Yuan, S Ying, X Duan, H Cheng, Y Zhao… - Information Processing & …, 2023 - Elsevier
Log parsing is a critical task that converts unstructured raw logs into structured data for
downstream tasks. Existing methods often rely on manual string-matching rules to extract …

Landscape and Taxonomy of Online Parser-Supported Log Anomaly Detection Methods

S Lupton, H Washizaki, N Yoshioka… - IEEE Access, 2024 - ieeexplore.ieee.org
As production system estates become larger and more complex, ensuring stability through
traditional monitoring approaches becomes more challenging. Rule-based monitoring is …

DLLog: An Online Log Parsing Approach for Large‐Scale System

H Cheng, S Ying, X Duan… - International Journal of …, 2024 - Wiley Online Library
Syslog is a critical data source for analyzing system problems. Converting unstructured log
entries into structured log data is necessary for effective log analysis. However, existing log …

Log Sequence Anomaly Detection based on Template and Parameter Parsing via BERT

X Chai, H Zhang, J Zhang, Y Sun… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Logs record various operations and events during system running in text format, which is an
essential basis for detecting and identifying potential security threats or system failures, and …

Parsing Log Data for Compression and Querying

S Stockhause - 2023 - publikationsserver.thm.de
Logs are descriptions of system events documented and stored in textual form. They are vital
to understanding system behavior by analyzing them. The increasing com-plexity of systems …