Machine Learning for Authorship Attribution and Cyber Forensics: International Series on Computer, Entertainment and Media Technology
Autor Farkhund Iqbal, Mourad Debbabi, Benjamin C. M. Fungen Limba Engleză Paperback – 5 dec 2021
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 potentialsuspects 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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Paperback (1) | 1016.63 lei 6-8 săpt. | |
Springer International Publishing – 5 dec 2021 | 1016.63 lei 6-8 săpt. | |
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Springer International Publishing – 5 dec 2020 | 1022.75 lei 6-8 săpt. |
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Specificații
ISBN-13: 9783030616779
ISBN-10: 3030616770
Ilustrații: IX, 158 p. 38 illus., 28 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.25 kg
Ediția:1st ed. 2020
Editura: Springer International Publishing
Colecția Springer
Seria International Series on Computer, Entertainment and Media Technology
Locul publicării:Cham, Switzerland
ISBN-10: 3030616770
Ilustrații: IX, 158 p. 38 illus., 28 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.25 kg
Ediția:1st ed. 2020
Editura: Springer International Publishing
Colecția Springer
Seria International Series on Computer, Entertainment and Media Technology
Locul publicării:Cham, Switzerland
Cuprins
1. Cybersecurity And Cybercrime Investigation.- 2. Machine Learning Framework For Messaging Forensics.- 3. Header-Level Investigation And Analyzing Network Information.- 4. Authorship Analysis Approaches.- 5. Authorship Analysis - Writeprint Mining For Authorship Attribution.- 6. Authorship Attribution With Few Training Samples.- 7. Authorship Characterization.- 8. Authorship Verification.- 9. Authorship Attribution Using Customized Associative Classification.- 10. Criminal Information Mining.- 11. Artificial Intelligence And Digital Forensics.
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Caracteristici
Unified approach to investigate digital crimes and identify suspects together with their collaborators and facilitators Customized data mining and machine learning methods for investigating cyber-attacks and online crimes In-depth study of methods in evidenced-based authorship analysis