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The Need for Explainable AI: Ethical and Social Implications

  • Mohammad Amir Khusru Akhtar,
  • Mohit Kumar,
  • Anand Nayyar

摘要

This chapter delves into the critical domain of Explainable AI (XAI), exploring its ethical and social ramifications. The rise of Artificial Intelligence (AI) necessitates an understanding of its decision-making processes, emphasizing transparency, accountability, fairness, non-discrimination, and the preservation of privacy and security. By navigating the ethical dimensions of XAI, this chapter underscores its pivotal role in building trust and mitigating biases. The discussion extends to the social implications of AI explainability, examining its impact on employment, biases, discrimination, and the establishment of trust. Regulatory frameworks governing XAI, encompassing government regulations, industry standards, and international collaboration, are thoroughly scrutinized to provide a comprehensive overview. The chapter concludes by outlining future directions for the development of ethical and socially responsible XAI, ensuring alignment with human values and societal expectations. In essence, this chapter serves as a comprehensive guide to understanding and navigating the ethical and social considerations integral to the development and deployment of Explainable AI.