Concepedia

Ransomware early detection using deep reinforcement learning on portable executable header

XiZhen Deng, Mingcan Cen, Ming Jiang, Meiqu Lu

Cluster Computing · 2023 · 29 citations · 25 references

Concepts

ComputingComputer ScienceCybersecurityComputer SecurityMachine LearningMalware AnalysisMalware ClassificationMalware ForensicsMalware Reverse EngineeringPolicy LearningRansomwareReinforcement LearningDeep Learning For Malware ClassificationDeep Learning-based Malware DetectionDeep Reinforcement LearningPortable Executable Format AnalysisRansomware ClassificationRansomware DetectionRansomware Payload Execution

References

25

Human-level control through deep reinforcement learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · Nature · 2015 · 30K citations

Computing, Computer Science, Artificial Intelligence +8

Deep Reinforcement Learning with Double Q-Learning

Hado van Hasselt, Arthur Guez, David Silver · 2016 · 6K citations · Full text

Computing, Computer Science, Algorithms +11

Planning and acting in partially observable stochastic domains

Leslie Pack Kaelbling, Michael L. Littman, Anthony R. Cassandra · Artificial Intelligence · 1998 · 4.1K citations

Computing, Autonomous Systems, Mathematics +12

Andrea Continella, Alessandro Guagnelli, Giovanni Zingaro et al. · 2016 · 253 citations · Full text

Computing, Computer Science, Cybersecurity +11

Classification of ransomware families with machine learning based on<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline" overflow="scroll" id="d1e818" altimg="si2.gif"><mml:mi>N</mml:mi></mml:math>-gram of opcodes

Hanqi Zhang, Xi Xiao, Francesco Mercaldo et al. · Future Generation Computer Systems · 2018 · 239 citations

Computing, Computer Science, Cybersecurity +14