Concepedia

HELAD: A novel network anomaly detection model based on heterogeneous ensemble learning

Ying Zhong, Wenqi Chen, Zhiliang Wang, Yifan Chen, Kai Wang, Yahui Li, Xia Yin, Xingang Shi, Jiahai Yang, Keqin Li

Computer Networks · 2019 · 171 citations · 48 references

Concepts

ComputingComputer ScienceData MiningHeterogeneous ComputingMachine LearningAnomaly DetectionAnomaly Detection In Time SeriesEnsemble LearningEnsemble MethodsEnsemble ModelingIntrusion DetectionAnomaly ClassificationHeterogeneous Ensemble LearningHeterogeneous Ensemble ModelingNetwork Anomaly Detection

References

48

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 30.9K citations

Computing, Computer Science, Knowledge Representation +11

A Fast Learning Algorithm for Deep Belief Nets

Geoffrey E. Hinton, Simon Osindero, Yee‐Whye Teh · Neural Computation · 2006 · 16.4K citations

Computing, Computer Science, Artificial Intelligence +16

Practical Nonparametric Statistics

David J. Groggel, W. J. Conover · Technometrics · 2000 · 11.1K citations

Natural Sciences, Mathematics, Probability Theory +13

Isolation Forest

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

Computing, Computer Science, Data Mining +14