Anomaly Detection Publications

Publications in Anomaly Detection

Explore the most influential research papers and scholarly works that have shaped Anomaly Detection. Use the concept filter below to focus on a specific sub-area of research.

Anomaly Detection

13.3K

Publications

843.7K

Citations

Showing yearly statistics from 2000-2026.

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	Year	Citations
Robust Regression and Outlier Detection Gregory F. Piepel, Peter J. Rousseeuw, Annick M. Leroy Technometrics Anomaly DetectionEngineeringData ScienceRobust RegressionUncertainty Quantification	1989	6.2K
Isolation Forest Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou Anomaly DetectionMachine LearningData ScienceData MiningPattern Recognition	2008	5.2K
LOF Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng, ACM SIGMOD Record Anomaly DetectionMachine LearningEngineeringPattern DiscoveryLocal Outliers	2000	5.1K
A detailed analysis of the KDD CUP 99 data set Mahbod Tavallaee, Ebrahim Bagheri, Wei Lu, Anomaly DetectionEngineeringInformation SecurityInformation ForensicsSignature-based Idss	2009	4.6K
LOF Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng, Anomaly DetectionMachine LearningEngineeringPattern DiscoveryLocal Outliers	2000	3.7K
Procedures for Detecting Outlying Observations in Samples Frank E. Grubbs Technometrics Anomaly DetectionEngineeringData MiningStatistical FormulaeRobust Statistic	1969	3.7K
An Intrusion-Detection Model Dorothy E. Denning IEEE Transactions on Software Engineering Anomaly DetectionEngineeringInformation SecurityComputer AbuseAudit Records	1987	3.3K
A Survey of Outlier Detection Methodologies Jim Austin Artificial Intelligence Review Anomaly DetectionEngineeringOutlier Detection MethodologiesData MiningPattern Recognition	2004	3.3K
<i>Outliers in Statistical Data</i> V. Barnett, T. Lewis, Francine Abeles Physics Today Anomaly DetectionEngineeringData ScienceData MiningRobust Statistic	1979	2.8K
1D convolutional neural networks and applications: A survey Serkan Kıranyaz, Osama Abdeljaber, Türker İnce, Qatar University QSpace (Qatar University) Convolutional Neural NetworkAnomaly DetectionMachine LearningEngineeringAutoencoders	2022	2.5K
Are Transformers Effective for Time Series Forecasting? Ailing Zeng, Muxi Chen, Lei Zhang, Proceedings of the AAAI Conference on Artificial Intelligence Structured PredictionForecasting MethodologyAnomaly DetectionMachine LearningEngineering	2023	2.2K
Methods for dealing with reaction time outliers. Roger Ratcliff Psychological Bulletin Behavioral SciencesAnomaly DetectionEngineeringData MiningUncertainty Quantification	1993	2.1K

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