Anomaly Detection Benchmarking

Anomaly Detection Benchmarking is a systematic evaluation framework that standardizes the comparative assessment of anomaly detection methods in time series by defining consistent datasets, performance metrics, and experimental protocols to enable objective validation and reproducibility across studies.

104

Publications

9.9K

Citations

462

Authors

180

Institutions

Publications per year

2017–2026

Parents

Anomaly Detection In Time Series

Publications

104

Towards Total Recall in Industrial Anomaly Detection

Karsten Roth, Latha Pemula, Joaquin Zepeda et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 1.4K citations

Computing, Computer Engineering, Computer Science +17

Toward developing a systematic approach to generate benchmark datasets for intrusion detection

Ali Shiravi, Hadi Shiravi, Mahbod Tavallaee et al. · Computers & Security · 2012 · 1.3K citations

Computing, Computer Engineering, Computer Science +16

On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration

Eamonn Keogh, Shruti Kasetty · Data Mining and Knowledge Discovery · 2003 · 866 citations

Computing, Computer Science, Data Science +14

Deep Learning for Anomaly Detection in Time-Series Data: Review, Analysis, and Guidelines

Kukjin Choi, Jihun Yi, Changhwa Park et al. · IEEE Access · 2021 · 547 citations · Full text

Computing, Computer Science, Data Mining +16

Comparing anomaly-detection algorithms for keystroke dynamics

Kevin S. Killourhy, Roy A. Maxion · 2009 · 545 citations

Computing, Computer Science, Cybersecurity +17

1–5 of 104

Authors

462

TG
Thomas G. Dietterich
Oregon State University, United States
4 publications · 209 citations
4
h-index
TP
Themis Palpanas
Université Paris Cité, France
4 publications · 206 citations
4
h-index
JP
John Paparrizos
University of Chicago, United States
4 publications · 206 citations
4
h-index
PB
Paul Boniol
Université Paris Cité, France
4 publications · 206 citations
4
h-index
RA
Roy A. Maxion
Carnegie Mellon University, United States
3 publications · 703 citations
3
h-index

1–5 of 462

Institutions

180

1–8 of 180

Venues

arXiv (Cornell University)
Repository · 19 publications · 1K citations
14
h-index
Proceedings of the VLDB Endowment
PVLDB · 9 publications · 382 citations
9
h-index
Computers & Security
2 publications · 1.4K citations
2
h-index
IEEE Access
2 publications · 604 citations
2
h-index
Applied Sciences
2 publications · 98 citations
2
h-index

1–5