jd_thesis (1)_Redacted.pdf (15.44 MB)
Download file

Sustaining Future Digital Forensics Through Intelligent Automation

Download (15.44 MB)
thesis
posted on 26.02.2019, 04:42 authored by JANIS TOMS DALINS
This thesis examines the application of machine learning to policing. First, it identifies and `maps' online criminality, forming a framework in order to allow software to `learn' criminal behaviour. Then, it demonstrates automated detection and classification of child exploitation imagery, via open source software capable of running on low-end hardware. This capability represents a major leap in the investigation and combating of online radicalisation and trade in child exploitation materials.

History

Campus location

Australia

Principal supervisor

Campbell Wilson

Additional supervisor 1

Mark J Carman

Year of Award

2019

Department, School or Centre

Caulfield School of IT

Course

Doctor of Philosophy

Degree Type

DOCTORATE

Faculty

Faculty of Information Technology