Concepedia

Feature fusion-based malicious code detection with dual attention mechanism and BiLSTM

Gaoning Shen, Zhixiang Chen, Hui Wang, Heng Chen, Shuqi Wang

Computers & Security · 2022 · 26 citations · 16 references

Concepts

ComputingComputer ScienceCybersecurityComputer SecurityFeature EngineeringMachine LearningFeature-based AttentionFeature-level FusionMalware ClassificationAttentionDeep Learning-based Malware DetectionFeature Extraction For Malware AnalysisMalicious Script DetectionMalware Feature Extraction

References

16

Detection of Malicious Code Variants Based on Deep Learning

Zhihua Cui, Fei Xue, Xingjuan Cai et al. · IEEE Transactions on Industrial Informatics · 2018 · 604 citations

Computing, Computer Science, Cybersecurity +15

A comparison of static, dynamic, and hybrid analysis for malware detection

Anusha Damodaran, Fabio Di Troia, Corrado Aaron Visaggio et al. · Journal of Computer Virology and Hacking Techniques · 2015 · 462 citations · Full text

Computing, Computer Science, Cybersecurity +13

Using convolutional neural networks for classification of malware represented as images

Daniel Gibert, Carles Mateu, Jordi Planes et al. · Journal of Computer Virology and Hacking Techniques · 2018 · 242 citations

Computing, Computer Science, Cybersecurity +12

A hybrid deep learning image-based analysis for effective malware detection

Sitalakshmi Venkatraman, Mamoun Alazab, R. Vinayakumar · Journal of Information Security and Applications · 2019 · 240 citations

Computing, Computer Science, Cybersecurity +11

Malware images: visualization and automatic classification

Nataraj · (No Title) · 2011 · 219 citations

Computing, Computer Science, Cybersecurity +14