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atcns-demo

This repository is the demo for the Advanced Topics for Computer and Network Security class, held by prof. Mauro Conti of the University of Padova.

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atcns-demo's Issues

Model selection module

Develop a module that, given the pre-processed dataset, returns a set of optimized models.

Data extraction module

We need to create a module that loads the .pcap file(s) and extracts the contents of the Wi-Fi header, in particular:

  • frame length
  • MAC address
  • Flags

This module should also extract the audio signal from the ground-truth recording.

Granger Causality module

We need to build a module that filters the packets that are Granger-caused by the ground-truth data series.

Pre-processing module

We need to build a module that filters the relevant packets. A more precise definition of "relevant" will follow.

Also, this module should do some basic filtering (like noise reduction) on the ground-truth audio recording.

Data Cleaning issues

Some values are saved as NaN, for some obscure reason. CDF_pl seems to be the problem.

Microphone Detection module

We must build a module to classify the MAC addresses into {Microphone, Not-Microphone}.
This module should test the following ML algorithms (list to be expanded):

  • Decision Tree Classifier
  • ExtraTrees
  • RandomForest
  • ExtraTrees
  • SVM
  • KNN

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