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Artificial Intelligence For High Energy Physics

Name: Artificial Intelligence For High Energy Physics
Brand: World Scientific Publishing Co Pte Ltd
SKU: 33593881
Price: 218.99 EUR
Availability: InStock
Author: David Rousseau
ISBN: 9789811234026

David Rousseau

Kazuhiro Terao

Language

English

Book Hardback

Libristo code: 33593881

Publishers World Scientific Publishing Co Pte Ltd, March 2022

The Higgs boson discovery at the Large Hadron Collider in 2012 relied on boosted decision trees. Sin... Full description

Libristo code: 33593881

536 b

218.99 € VAT included

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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.