Evaluating Architectural Safeguards for Uncertain AI Black-Box Components

• Tác giả: Max Scheerer
• Ngôn ngữ: eng
• ISBN: KSP/1000161585
• Thông tin xuất bản: KIT Scientific Publishing 2023
• Mô tả vật lý: 1 electronic resource (472 p.)
• Bộ sưu tập: Tài liệu truy cập mở
• ID: 375347
• Chủ đề: 1. self-adaptive systems; 2. safeguarding AI; 3. architectural reliability analysis; 4. Software engineering; 5. Selbst-Adaptive Systeme; 6. Absicherung von KI; 7. architekturelle Zuverlässigkeitsanalyse; 8. Softwaretechnik; 9. Mathematics & science

Tóm tắt

Although tremendous progress has been made in Artificial Intelligence (AI), it entails new challenges. The growing complexity of learning tasks requires more complex AI components, which increasingly exhibit unreliable behaviour. In this book, we present a model-driven approach to model architectural safeguards for AI components and analyse their effect on the overall system reliability.