Information · 2020 · 26 citations · 19 references
ComputingComputer ScienceCybersecurityBayesian Data AnalysisComputer SecurityMachine LearningIntrusion DetectionThreat AnalysisThreat DetectionThreat ModelingAttack DetectionAttack Detection In Cyber-physical SystemsBayesian Network AnalysisCyber Attack DetectionEarly-stage DetectionMulti-stage Attack Detection
Nowadays, systems around the world face many cyber attacks every day. These attacks consist of numerous steps that may occur over an extended period of time. We can learn from them and use this knowledge to create tools to predict and prevent the attacks. In this paper, we introduce a way to sort cyber attacks in stages, which can help with the detection of each stage of cyber attacks. In this way, we can detect the earlier stages of the attack. We propose a solution using Bayesian network algorithms to predict how the attacks proceed. We can use this information for more effective defense against cyber threats.
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Nir Friedman, Dan Geiger, Moisés Goldszmidt · Machine Learning · 1997 · 4.7K citations · Full text
A simple approach to Bayesian network computations
Nevin L. Zhang, David Poole · 1994 · 327 citations
Attack Plan Recognition and Prediction Using Causal Networks
Xinzhou Qin, Wenke Lee · 2005 · 208 citations