Discovery in Physics

• Tác giả: Katharina Morik, Wolfgang Rhode
• Ngôn ngữ: eng
• ISBN-13: 978-3110785951
• ISBN-13: 978-3110785968
• ISBN-13: 978-3110786132
• Thông tin xuất bản: Berlin ; Boston : De Gruyter, 2022
• Mô tả vật lý: 1 electronic resource (349 p.)
• Bộ sưu tập: Tài liệu truy cập mở
• ID: 344634
• Chủ đề: 1. Algorithms & data structures; 2. Artificial intelligence; 3. Computer networking & communications; 4. Chemistry; 5. Databases

Tóm tắt

Volume 2 covers knowledge discovery in particle and astroparticle physics. Instruments gather petabytes of data and machine learning is used to process the vast amounts of data and to detect relevant examples efficiently. The physical knowledge is encoded in simulations used to train the machine learning models. The interpretation of the learned models serves to expand the physical knowledge resulting in a cycle of theory enhancement.