Machine Learning for Authorship Attribution and Cyber Forensics

Lieferzeit: Lieferbar innerhalb 14 Tagen

171,19 

International Series on Computer, Entertainment and Media Technology

ISBN: 3030616770
ISBN 13: 9783030616779
Autor: Iqbal, Farkhund/Debbabi, Mourad/Fung, Benjamin C M
Verlag: Springer Verlag GmbH
Umfang: ix, 158 S., 10 s/w Illustr., 28 farbige Illustr., 158 p. 38 illus., 28 illus. in color.
Erscheinungsdatum: 05.12.2021
Auflage: 1/2020
Produktform: Kartoniert
Einband: KT

Unified approach to investigate digital crimes and identify suspects together with their collaborators and facilitatorsCustomized data mining and machine learning methods for investigating cyber-attacks and online crimesIn-depth study of methods in evidenced-based authorship analysis

Artikelnummer: 3061933 Kategorie:

Beschreibung

The book first explores the cybersecurity's landscape and the inherent susceptibility of online communication system such as e-mail, chat conversation and social media in cybercrimes. Common sources and resources of digital crimes, their causes and effects together with the emerging threats for society are illustrated in this book. This book not only explores the growing needs of cybersecurity and digital forensics but also investigates relevant technologies and methods to meet the said needs. Knowledge discovery, machine learning and data analytics are explored for collecting cyber-intelligence and forensics evidence on cybercrimes.Online communication documents, which are the main source of cybercrimes are investigated from two perspectives: the crime and the criminal. AI and machine learning methods are applied to detect illegal and criminal activities such as bot distribution, drug trafficking and child pornography. Authorship analysis is applied to identify the potential suspects and their social linguistics characteristics. Deep learning together with frequent pattern mining and link mining techniques are applied to trace the potential collaborators of the identified criminals.Finally, the aim of the book is not only to investigate the crimes and identify the potential suspects but, as well, to collect solid and precise forensics evidence to prosecute the suspects in the court of law.

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