Product Details

DGA Hunter

Created: 2023

Czech title
DGA Hunter
Type
software
License
required - free
Authors
Bučko Filip, Bc. (FIT BUT)
Hranický Radek, Ing., Ph.D. (DIFS FIT BUT)
Keywords

Botnet, DGA, Detection, Classification, C&C, Feature engineering, XGBoost

Description

DGA Hunter is a Django-based web application that can detect and categorize domains generated by DGA algorithms to reveal hidden botnet communication channels. The application achieves high detection accuracy by using advanced machine learning techniques and two integrated classifiers. The binary classifier is able to detect whether a domain name is of algorithmic origin. The second, multiclass classifier, is then able to detect the probable DGA family.

Location

Application is downloadable from the attached files.

Licence

Copyright (c) 2023 Filip Bučko, Radek Hranický

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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