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Artificial Intelligence For High Energy Physics

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Management number 231888445 Release Date 2026/06/18 List Price US$43.59 Model Number 231888445
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The Higgs boson discovery at the Large Hadron Collider in 2012 relied on boosted decision trees. Since then, high energy physics (HEP) has applied modern machine learning (ML) techniques to all stages of the data analysis pipeline, from raw data processing to statistical analysis. The unique requirements of HEP data analysis, the availability of high-quality simulators, the complexity of the data structures (which rarely are image-like), the control of uncertainties expected from scientific measurements, and the exabyte-scale datasets require the development of HEP-specific ML techniques. While these developments proceed at full speed along many paths, the nineteen reviews in this book offer a self-contained, pedagogical introduction to ML models' real-life applications in HEP, written by some of the foremost experts in their area. Read more

ASIN B09WNJ77L8
XRay Not Enabled
ISBN13 978-9811234040
Language English
File size 25.4 MB
Page Flip Enabled
Publisher World Scientific
Word Wise Not Enabled
Print length 1076 pages
Accessibility Learn more
Screen Reader Supported
Publication date January 5, 2022
Enhanced typesetting Enabled

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