Page 120 - KDU INTERNATIONAL JOURNAL OF CRIMINAL JUSTICE

KDU International Journal of Criminal Justice (KDUIJCJ)
Volume I | Issue II| July 2024

7. Ethical and Legal Considerations: The implementation of Bayes' theorem in
behavioral mapping should adhere to ethical and legal considerations. Privacy

concerns, data protection regulations, and ensuring transparency in the
collection and use of personal information must be addressed. Balancing the
need for effective threat detection with individual privacy rights is of utmost

importance.

Addressing these challenges and considerations requires a multidisciplinary

approach that combines expertise in Bayesian modeling, data analytics, domain
knowledge of insider threats and espionage, and collaboration with relevant

stakeholders. It is important to continually evaluate and refine the
implementation to account for evolving threat landscapes, emerging

technologies, and organizational requirements. By considering these challenges
and considerations, organizations can maximize the effectiveness and benefits

of implementing Bayes' theorem in the behavioral mapping of insider threats
and espionage.

Case studies

Real-world examples of insider threat and espionage mapping and the

utilization of Bayesian theorem can provide valuable insights into the practical
application of these concepts. Here are a few case studies and examples
highlighting the use of Bayesian theorem in the context of insider threat and

espionage mapping.

1.Edward Snowden's Insider Leak

Edward Snowden, a former contractor for the National Security Agency (NSA),

leaked classified documents in 2013, revealing extensive surveillance programs.
Bayesian theorem could have been utilized to map Snowden's behaviors and

detect anomalous patterns that may have indicated potential insider threats. By

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