It infrastructure anomaly detection and failure handling: A systematic literature review focusing on datasets, log preprocessing, machine & deep learning approaches …
DA Bhanage, AV Pawar, K Kotecha - IEEE Access, 2021 - ieeexplore.ieee.org
Nowadays, reliability assurance is crucial in components of IT infrastructures. Unavailability
of any element or connection results in downtime and triggers monetary and performance …
of any element or connection results in downtime and triggers monetary and performance …
[HTML][HTML] System log clustering approaches for cyber security applications: A survey
Log files give insight into the state of a computer system and enable the detection of
anomalous events relevant to cyber security. However, automatically analyzing log data is …
anomalous events relevant to cyber security. However, automatically analyzing log data is …
[HTML][HTML] Log-based software monitoring: a systematic mapping study
Modern software development and operations rely on monitoring to understand how
systems behave in production. The data provided by application logs and runtime …
systems behave in production. The data provided by application logs and runtime …
System log parsing: A survey
Modern information and communication systems have become increasingly challenging to
manage. The ubiquitous system logs contain plentiful information and are thus widely …
manage. The ubiquitous system logs contain plentiful information and are thus widely …
USTEP: Unfixed search tree for efficient log parsing
Logs record valuable system information at runtime. They are widely used by data-driven
approaches for development and monitoring purposes. Parsing log messages to structure …
approaches for development and monitoring purposes. Parsing log messages to structure …
Prefix-graph: A versatile log parsing approach merging prefix tree with probabilistic graph
Logs play an important part in analyzing system behavior and diagnosing system failures.
As the basic step of log analysis, log parsing converts raw log messages into structured log …
As the basic step of log analysis, log parsing converts raw log messages into structured log …
Monilog: An automated log-based anomaly detection system for cloud computing infrastructures
A Vervaet - 2021 IEEE 37th International Conference on Data …, 2021 - ieeexplore.ieee.org
Within today's large-scale systems, one anomaly can impact millions of users. Detecting
such events in real-time is essential to maintain the quality of services. It allows the …
such events in real-time is essential to maintain the quality of services. It allows the …
Online summarizing alerts through semantic and behavior information
Alerts, which record details about system failures, are crucial data for monitoring a online
service system. Due to the complex correlation between system components, a system …
service system. Due to the complex correlation between system components, a system …
Online log parsing using evolving research tree
A Vervaet, M Callau-Zori, Y Chabchoub… - … and Information Systems, 2024 - Springer
Logs are a reliable source of information for development and maintenance purposes. They
record information at runtime regarding the state of a system and are commonly used to …
record information at runtime regarding the state of a system and are commonly used to …
[图书][B] Smart Log Data Analytics
Prudent event monitoring and logging are the only means that allow system operators and
security teams to truly understand how complex systems are utilized. Log data are essential …
security teams to truly understand how complex systems are utilized. Log data are essential …