Deep learning for anomaly detection in log data: A survey

Max Landauer, Sebastian Onder, Florian Skopik, +1

Machine Learning with Applications

System log clustering approaches for cyber security applications: A survey

Max Landauer, Florian Skopik, Markus Wurzenberger, +1

Computers & Security

Anomaly DetectionEngineeringInformation SecuritySoftware EngineeringInformation Forensics +18

Dynamic log file analysis: An unsupervised cluster evolution approach for anomaly detection

Max Landauer, Markus Wurzenberger, Florian Skopik, +2

Computers & Security

Cluster ComputingAnomaly DetectionEngineeringInformation SecurityInformation Forensics +16

Have it Your Way: Generating Customized Log Datasets With a Model-Driven Simulation Testbed

Max Landauer, Florian Skopik, Markus Wurzenberger, +2

IEEE Transactions on Reliability

EngineeringInformation SecuritySoftware EngineeringSimulationSoftware Analysis +31

Incremental Clustering for Semi-Supervised Anomaly Detection applied on Log Data

Markus Wurzenberger, Florian Skopik, Max Landauer, +3

Anomaly DetectionMachine LearningEngineeringInformation SecurityInformation Forensics +16

A Framework for Cyber Threat Intelligence Extraction from Raw Log Data

Max Landauer, Florian Skopik, Markus Wurzenberger, +2

EngineeringLog AnalysisData ScienceData MiningInformation Security +13

Dealing with Security Alert Flooding: Using Machine Learning for Domain-independent Alert Aggregation

Max Landauer, Florian Skopik, Markus Wurzenberger, +1

ACM Transactions on Privacy and Security

Anomaly DetectionMachine LearningEngineeringWarning SystemInformation Security +21

Behavior-Based Anomaly Detection in Log Data of Physical Access Control Systems

Florian Skopik, Markus Wurzenberger, Georg Höld, +2

IEEE Transactions on Dependable and Secure Computing

Anomaly DetectionMachine LearningEngineeringInformation SecurityInformation Forensics +19

Analysis of statistical properties of variables in log data for advanced anomaly detection in cyber security

Markus Wurzenberger, Georg Höld, Max Landauer, +1

Computers & Security

Anomaly DetectionEngineeringInformation SecurityInformation ForensicsSoftware Analysis +22

AMiner: A Modular Log Data Analysis Pipeline for Anomaly-based Intrusion Detection

Max Landauer, Markus Wurzenberger, Florian Skopik, +2

Digital Threats Research and Practice

Anomaly DetectionMachine LearningEngineeringInformation SecurityInformation Forensics +17