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Sustaining Future Digital Forensics Through Intelligent Automation

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Version 2 2019-02-26, 04:42
Version 1 2019-02-26, 03:25
thesis
posted on 2019-02-26, 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

Information Technology (Monash University Caulfield)

Course

Doctor of Philosophy

Degree Type

DOCTORATE

Faculty

Faculty of Information Technology