/hids-docker

Primary LanguagePython

HIDS-Docker

In this repository we present a docker dataset based on system calls and the source code used for its experimental evaluation, more details are presented in [HIDS Docker Information] (you can also read the same README in portuguese):

Table of Contents

HIDS Docker Information

This study is ongoing and has already had results presented at some conferences.

ISCC-2021

Published in IEEE ISCC 2021 : 26th IEEE Symposium on Computers and Communications (ISCC):

@inproceedings{paper3,
    author={Gabriel Ruschel Castanhel and Tiago Heinrich and Fabrício Ceschin and Carlos A. Maziero},
    title={Taking a Peek: An Evaluation of Anomaly Detection Using System calls for Containers},
    year={2021},
    series={26th IEEE Symposium on Computers and Communications (ISCC 2021)}
}

The paper could be found here.

ERRC-2020

Published in Regional Workshop on Information Security and Computer Systems (WRSeg) in the XVIII Regional School of Computer Networks (ERRC 2020):

@inproceedings{paper2,
    author={Gabriel Ruschel Castanhel and Tiago Heinrich and Fabrício Ceschin and Carlos A. Maziero},
    title={Sliding Window: The Impact of Trace Size in Anomaly Detection System for Containers Through Machine Learning},
    year={2020},
    series={Regional Workshop on Information Security and Computer Systems (WRSeg - ERRC)}
}

The paper could be found here.

SBSeg-2020

Published in Brazilian Symposium on Information and Computational Systems Security (SBSeg) 2020 - XIV Workshop of Scientific Initiation and Graduation Works (WTICG):

@inproceedings{paper1,
    author={Gabriel Ruschel Castanhel and Tiago Heinrich and Fabrício Ceschin and Carlos A. Maziero},
    title={Detecção de Anomalias: Estudo de Técnicas de Identificação de Ataques em um Ambiente de Contêiner},
    year={2020},
    series={Undergraduate Research Workshop - Brazilian Security Symposium (WTICG - SBSeg)}
}

The paper could be found here.

How do I get set up?

The following components should be installed:

* python 3.8.5
* pip3 20.0.2
  * scikit-learn 0.22.2

Install

Python3 and pip3 are required for testing. Arch linux installation guide:

sudo pacman -S python python-pip

Debian installation guide:

sudo apt install python3 python3-pip

Setup

Clone this repository:

git clone https://github.com/gabrielruschel/hids-docker

And install the dependencies using pip3:

cd hids-docker/
pip3 install -r requirements.txt

Examples

To run the tests, just use the following command:

python3 main.py [-d {sbseg,iscc}] [-f {raw,filter}] <window_size>
  • -d: specifies which dataset to use (default: iscc)
  • -f: specifies which filter mode to use (default: raw)
  • window_size: specifies the size of the window be used in the tests.

The -h argument shows the help message. It is possible to edit in the main section of the code which specific methods you want to test.

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