Artificial Intelligence For High Energy Physics

Author:   Paolo Calafiura (Lawrence Berkeley Nat'l Lab, Usa) ,  David Rousseau (Laboratoire De Physique Des 2 Infinis Irene Joliot-curie, France) ,  Kazuhiro Terao (Slac National Accelerator Lab, Usa)
Publisher:   World Scientific Publishing Co Pte Ltd
ISBN:  

9789811234026


Pages:   828
Publication Date:   14 March 2022
Format:   Hardback
Availability:   Out of stock   Availability explained
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Artificial Intelligence For High Energy Physics


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Overview

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.

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Author:   Paolo Calafiura (Lawrence Berkeley Nat'l Lab, Usa) ,  David Rousseau (Laboratoire De Physique Des 2 Infinis Irene Joliot-curie, France) ,  Kazuhiro Terao (Slac National Accelerator Lab, Usa)
Publisher:   World Scientific Publishing Co Pte Ltd
Imprint:   World Scientific Publishing Co Pte Ltd
ISBN:  

9789811234026


ISBN 10:   9811234027
Pages:   828
Publication Date:   14 March 2022
Audience:   Professional and scholarly ,  College/higher education ,  Professional & Vocational ,  Tertiary & Higher Education
Format:   Hardback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

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