Reconstruction of Worm Propagation Path Using a Trace-back Approach

08/17/2021
by   Sara Asgari, et al.
0

Worm origin identification and propagation path reconstruction are essential problems in digital forensics. However, a small number of studies have specifically investigated these problems so far. In this paper, we extend a distributed trace-back algorithm, called Origins, which is only able to identify the origins of fast-spreading worms. We make some modifications to this algorithm so that in addition to identifying the worm origins, it can also reconstruct the propagation path. We also evaluate our extended algorithm. The results show that our algorithm can reconstruct the propagation path of worms with high recall and precision, on average around 0.96. Also, the algorithm identifies the origins correctly in all of our experiments.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/09/2020

Towards Generating Benchmark Datasets for Worm Infection Studies

Worm origin identification and propagation path reconstruction are among...
research
09/07/2020

New Upper Bounds for Trace Reconstruction

We improve the upper bound on trace reconstruction to (O(n^1/5))....
research
02/13/2019

Reconstructing Trees from Traces

We study the problem of learning a node-labeled tree given independent t...
research
07/10/2020

Artificial Neural Network Approach for the Identification of Clove Buds Origin Based on Metabolites Composition

This paper examines the use of artificial neural network approach in ide...
research
08/12/2020

Molecular dynamics simulation of crack growth in mono-crystal nickel with voids and inclusions

In this study, the crack propagation of the pre-cracked mono-crystal nic...
research
05/09/2022

Machine Learning Based Propagation Loss Module for Enabling Digital Twins of Wireless Networks in ns-3

The creation of digital twins of experimental testbeds allows the valida...
research
12/07/2020

DIPPAS: A Deep Image Prior PRNU Anonymization Scheme

Source device identification is an important topic in image forensics si...

Please sign up or login with your details

Forgot password? Click here to reset