Anomaly Detection

Anomaly Detection is a data analysis technique within the broader domain of pattern recognition that identifies rare or deviating instances in a dataset whose features significantly diverge from a defined norm, thereby distinguishing them from typical or expected patterns.

13.8K

Publications

885.3K

Citations

37.2K

Authors

5.3K

Institutions

Publications per year

2017–2026

8.4K

Parents

Big Data AnalyticsCloud MonitoringData AnalyticsData MiningMachine LearningPredictive AnalyticsVisual Analytics

Children

Anomaly Detection In CybersecurityAnomaly ScoringCluster-based Anomaly DetectionDistance-based Anomaly DetectionExplainable Anomaly DetectionGraph-based Anomaly DetectionHigh-dimensional Anomaly DetectionImage Anomaly DetectionIsolation-based Anomaly DetectionMultivariate Anomaly Detection

Publications

13.8K

Robust Regression and Outlier Detection

Gregory F. Piepel, Peter J. Rousseeuw, Annick M. Leroy · Technometrics · 1989 · 6.2K citations

Computing, Data Science, Data Analytics +16

Isolation Forest

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · 2008 · 5.6K citations

Computing, Computer Science, Data Mining +14

LOF

Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng et al. · ACM SIGMOD Record · 2000 · 5.2K citations

Computing, Computer Science, Data Analytics +6

A detailed analysis of the KDD CUP 99 data set

Mahbod Tavallaee, Ebrahim Bagheri, Wei Lu et al. · 2009 · 4.8K citations · Full text

Computing, Computer Science, Cybersecurity +10

Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization

Iman Sharafaldin, Arash Habibi Lashkari, Ali A. Ghorbani · 2018 · 4.3K citations · Full text

Computing, Computer Engineering, Computer Science +14

1–5 of 13.8K

Authors

37.2K

GP
Guansong Pang
Singapore Management University, Singapore
40 publications · 4.1K citations
29
h-index
QD
Qian Du
Mississippi State University, United States
34 publications · 3.8K citations
28
h-index
CL
Christopher Leckie
The University of Melbourne, Australia
42 publications · 4K citations
27
h-index
DP
Dan Pei
Tsinghua University, China
32 publications · 4.5K citations
27
h-index
SR
Sutharshan Rajasegarar
The University of Melbourne, Australia
36 publications · 3.4K citations
23
h-index

1–5 of 37.2K

Institutions

5.3K

1–8 of 5.3K

Venues

IEEE Access
418 publications · 31.2K citations
88
h-index
arXiv (Cornell University)
Repository · 396 publications · 19.7K citations
66
h-index
Computers & Security
124 publications · 14.8K citations
59
h-index
Expert Systems with Applications
166 publications · 14.5K citations
59
h-index
IEEE Transactions on Geoscience and Remote Sensing
128 publications · 12.8K citations
56
h-index

1–5