Unstructured Logging

Unstructured Logging is a logging approach that records container-generated output as free-form text without predefined schemas or formats, distinguishing it from structured methods by its reliance on arbitrary, human-readable messages rather than machine-parsable data models.

Publications

3.8K

Citations

105

Authors

Institutions

Publications per year

2017–2026

Parents

Container Logging

Publications

Drain: An Online Log Parsing Approach with Fixed Depth Tree

Pinjia He, Jieming Zhu, Zibin Zheng et al. · 2017 · 813 citations

Computing, Computer Science, Information Systems +16

LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs

Weibin Meng, Ying Liu, Yichen Zhu et al. · 2019 · 616 citations · Full text

Computing, Computer Science, Data Mining +14

Execution Anomaly Detection in Distributed Systems through Unstructured Log Analysis

Qiang Fu, Jian–Guang Lou, Yi Wang et al. · 2009 · 557 citations

Computing, Computer Engineering, Computer Science +13

Spell: Streaming Parsing of System Event Logs

Min Du, Li Fei-Fei · 2016 · 387 citations

Computing, Computer Science, Information Technology +17

Mining invariants from console logs for system problem detection

Jian–Guang Lou, Qiang Fu, Shengqi Yang et al. · 2010 · 256 citations

Computing, Computer Science, Computer Systems +14

1–5 of 28

Authors

105

QF
Qiang Fu
Microsoft Research Asia (China), China
3 publications · 913 citations
3
h-index
JL
Jian–Guang Lou
Microsoft Research Asia (China), China
3 publications · 913 citations
3
h-index
MD
Min Du
University of California, Berkeley, United States
2 publications · 498 citations
2
h-index
SZ
Shenglin Zhang
Tsinghua University, China
2 publications · 680 citations
2
h-index
MC
Marcello Cinque
University of Naples Federico II, Italy
2 publications · 59 citations
2
h-index

1–5 of 105

Institutions

1–8 of 41

Venues

IEEE Transactions on Knowledge and Data Engineering
TKDE · 2 publications · 179 citations
2
h-index
IEEE Transactions on Information Forensics and Security
1 publications · 55 citations
1
h-index
2022 10th International Conference on Reliability, Infocom Technologies and Optimization (Trends and Future Directions) (ICRITO)
Conference · 1 publications · 15 citations
1
h-index
Journal of Consumer Behaviour
1 publications · 11 citations
1
h-index
IEEE Transactions on Software Engineering
TSE · 1 publications · 161 citations
1
h-index

1–5