Inline DGA Detection with Deep Networks

@article{Yu2017InlineDD,
  title={Inline DGA Detection with Deep Networks},
  author={Bin Yu and Daniel L. Gray and Jie Pan and Martine De Cock and Anderson C. A. Nascimento},
  journal={2017 IEEE International Conference on Data Mining Workshops (ICDMW)},
  year={2017},
  pages={683-692}
}
Domain generation algorithms (DGAs) automatically generate large numbers of domain names in DNS domain fluxing for the purpose of command-and-control (C&C) communication. DGAs are immune to static prevention methods like blacklisting and sinkholing. Detection of DGAs in a live stream of queries in a DNS server is referred to as inline detection. Most of the previous approaches in the literature on DGA detection either: (i) are based on small synthetic data sets for training, rather than data… CONTINUE READING

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