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Event Inferences

Usage:

usage

Folder structure of event inference

pipeline

Contains all scripts for processing data and machine learning model training and testing.

inputs

The inputs that need to be generated before executing scripts

period_extraction

Contains scripts for extracting period from idle traffic.

model

A directory to store the trained machine learning models.

ip_hosts

Stores ip-host mappings extracted from DNS or TLS traffic.

data

Stores processed data from PCAPs

logs

Designated for any logging files created

results

Results generated

Requirements

The scripts are tested on Linux version 5.4.0-169-generic (Ubuntu 9.4.0-1ubuntu1~20.04.2) with python 3.7.6

pip3 install numpy pandas scipy ipaddress statsmodels sklearn matplotlib

Acknowledgement

We thank the following students for their contributions to the project: Abhijit Menon, Derek Ng, Shu Zhang