Concepedia

An effective intrusion detection approach based on ensemble learning for IIoT edge computing

Mouaad Mohy-eddine, Azidine Guezzaz, Said Benkirane, Mourade Azrour

Journal of Computer Virology and Hacking Techniques · 2022 · 76 citations · 46 references

Concepts

ComputingComputer EngineeringComputer ScienceEdge ComputingInternet Of ThingsMachine LearningEdge ArchitectureEdge SecurityEnsemble LearningEnsemble MethodsIntrusion DetectionIot Edge ComputingEdge Anomaly DetectionEdge Machine LearningEnsemble Methods For Intrusion DetectionIntrusion Detection ArchitectureMachine Learning For Intrusion Detection

References

46

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

Davide Chicco, Giuseppe Jurman · BMC Genomics · 2020 · 5.8K citations · Full text

Computing, Computer Science, Data Analytics +12

Isolation Forest

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

Computing, Computer Science, Data Mining +14

Random decision forests

Tin Kam Ho · 2002 · 5K citations

Computing, Computer Science, Machine Learning +16

A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection

Anna L. Buczak, Erhan Guven · IEEE Communications Surveys & Tutorials · 2015 · 3.1K citations

Computing, Computer Science, Cybersecurity +16

Survey of intrusion detection systems: techniques, datasets and challenges

Ansam Khraisat, Iqbal Gondal, Peter Vamplew et al. · Cybersecurity · 2019 · 1.8K citations · Full text

Computing, Computer Science, Cybersecurity +16