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Exploiting Statistical and Structural Features for the Detection of Domain Generation Algorithms

Constantinos Patsakis; Fran Casino


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{
  "publisher": "Zenodo", 
  "DOI": "10.5281/zenodo.4010620", 
  "title": "Exploiting Statistical and Structural Features for the Detection of Domain Generation Algorithms", 
  "issued": {
    "date-parts": [
      [
        2020, 
        9, 
        1
      ]
    ]
  }, 
  "abstract": "<p>This repository contains a&nbsp;dataset for the research of domain generation algorithms (DGAs) and machine learning. More precisely, it targets dictionary-based DGAs.</p>\n\n<p><em>Constantinos Patsakis, Fran Casino: &quot;Exploiting Statistical and Structural Features for the Detection of Domain Generation Algorithms&quot;,&nbsp;Journal of Information Security and Applications, 2021.</em></p>\n\n<p>Features ordered as in the shared dataset:</p>\n\n<ul>\n\t<li>Family: DGA that the domain belongs to</li>\n\t<li>SLD: SLD of the Domain</li>\n\t<li>L-LEN: The length of Domain</li>\n\t<li>L-DIG: The number of digits in Domain</li>\n\t<li>L-CON-MAX: The maximum number of consecutive consonants Domain</li>\n\t<li>R-CON-VOW: Number of consonants divided by L-LEN&nbsp;</li>\n\t<li>L-SYM: The number of special characters</li>\n\t<li>R-SYM-LEN: L-SYM divided by L-LEN</li>\n\t<li>R-Dom-3G: Ratio of benign grams in Dom-3G</li>\n\t<li>R-Dom-4G: Ratio of benign grams in Dom-4G</li>\n\t<li>R-Dom-5G: Ratio of benign grams in Dom-5G</li>\n\t<li>L-W2: Number of words with more than 2 characters in Domain</li>\n\t<li>L-W3: Number of words with more than 3 characters in Domain</li>\n\t<li>R-WS-LEN: Dom-WS divided by L-LEN</li>\n\t<li>R-WDS-LEN: Dom-WDS divided by L-LEN</li>\n\t<li>R-W2-LEN: Dom-W2 divided by L-LEN</li>\n\t<li>R-W3-LEN: Dom-W3 divided by L-LEN</li>\n\t<li>M2-Dom-Ws: 2-Chain Markov English grams applied to Dom-WS</li>\n\t<li>M2-Dom-WDS: 2-Chain Markov English grams applied Dom-WDS</li>\n\t<li>E-Dom-WS: Entropy of Dom-WS&nbsp;</li>\n\t<li>E-Dom-WDS: Entropy of Dom-WDS</li>\n\t<li>E-Dom-W2: Entropy of Dom-W2</li>\n\t<li>E-Dom-W3: Entropy of Dom-W3</li>\n</ul>", 
  "author": [
    {
      "family": "Constantinos Patsakis"
    }, 
    {
      "family": "Fran Casino"
    }
  ], 
  "version": "1.0", 
  "type": "dataset", 
  "id": "4010620"
}
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