Analysing Ethical, Legal, Technical and Operational Challenges of the Application of Machine Learning in Countering Cyber Terrorism

This chapter serves as a continuation of Chap. 8 , which critically analysed the fundamental Machine Learning (ML) methods underpinning the counterterrorism landscape. Building upon this foundation, the chapter delves deeper into the multifaceted complexities that arise when applying ML techniques within the context of countering cyber terrorism. The primary aim of this chapter is to examine a spectrum of challenges spanning the technical, operational, ethical, and legal dimensions inherent to the application of Artificial Intelligence (AI) and ML in counterterrorism efforts. In addressing ethical and legal considerations, the chapter investigates issues pertaining to individual autonomy, human rights preservation, algorithmic bias, privacy preservation, and the implications of mass surveillance. It also navigates the complex legal landscape, including discussions on hybrid classifiers, the assignment of accountability, and jurisdictional quandaries that emerge in this domain. Furthermore, from a technical and operational standpoint, this chapter delves into the complexities of big data management, the inherent challenges posed by class imbalance, the curse of dimensionality, the identification of spurious correlations, the detection of lone-wolf terrorists, the implications of mass surveillance, and the application of predictive analytics. It also illuminates the critical aspects of transparency and explainability, while shedding light on the potential unintended consequences that can arise from the integration of AI and ML into counterterrorism practices. The chapter contributes significantly to the existing body of knowledge by offering a comprehensive examination of the myriad challenges faced in the application of AI and ML within the context of countering cyber terrorism. Furthermore, by systematically analysing technical, operational, ethical, and legal obstacles, the chapter provides a nuanced understanding of the intricacies involved and lays the groundwork for informed strategies and solutions that ensure both security enhancement and the preservation of fundamental human rights.