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IEEE Approved Draft Guide for an Architectural Framework for Explainable Artificial Intelligence

Edition: 2024

$240.00
Unlimited Users - 1 Loc per year

Description of P2894 2024

New IEEE Standard - Active - Draft. Dramatic success in machine learning has led to a new wave of artificial intelligence applications that offer extensive benefits to our daily lives. The loss of explainability during this transition, however, means vulnerability to vicious data, poor model structure design, and suspicion of stakeholders and the general public -- all with a range of legal implications. The dilemma has called for the study of explainable AI (XAI) which is an active research field that aims to make AI systems results more understandable to humans. This is a field with great hopes for improving the trust and transparency of AI-based systems and is considered a necessary route for AI to move forward. This guide provides a technological blueprint for building, deploying and managing machine learning models while meeting the requirements of transparent and trustworthy AI by adopting a variety of XAI methodologies. It defines the architectural framework and application guidelines for explainable AI, including: 1) description and definition of XAI, 2) the types of XAI methods and the application scenarios to which each type applies, 3) performance evaluation of XAI.

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About IEEE

IEEE is the world's largest professional association dedicated to advancing technological innovation and excellence for the benefit of humanity. IEEE and its members inspire a global community through IEEE's highly cited publications, conferences, technology standards, and professional and educational activities. IEEE, pronounced "Eye-triple-E," stands for the Institute of Electrical and Electronics Engineers. The association is chartered under this name and it is the full legal name. IEEE creates an environment where members collaborate on world‐changing technologies – from computing and sustainable energy systems, to aerospace, communications, robotics, healthcare, and more. The strategic plan of IEEE is driven by an envisioned future that realizes the full potential of the role IEEE plays in advancing technology for humanity. The IEEE Brand Identity Toolkit explains the basic usage rules for all corporate identity elements and how to utilize them to create a powerful and consistent communications pieces. IEEE is led by a diverse body of elected and appointed volunteer members. The governance structure includes boards for operational areas as well as bodies representing members in the 45 Societies and technical Councils and ten worldwide geographic regions.

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