Artificial Intelligence For High Energy Physics

Name: Artificial Intelligence For High Energy Physics
Brand: World Scientific Publishing Co Pte Ltd
SKU: 9789811234026
Price: 4749 CZK
Availability: InStock

Autor: David Rousseau, Kazuhiro Terao

Jazyk:

Vazba: Pevná

Vydavatel: World Scientific Publishing Co Pte Ltd

Dostupnost: 50 % šance

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

Informace o knize

Autor

David Rousseau, Kazuhiro Terao

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2022

Stránek

828

EAN

9789811234026

ISBN

9811234027

Enbook ID

33593881

Vydavatel

World Scientific Publishing Co Pte Ltd

Hmotnost

1057

Rozměry

165 x 238 x 30

Kompletní popis

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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Artificial Intelligence For High Energy Physics

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