Artificial Intelligence For High Energy Physics

Name: Artificial Intelligence For High Energy Physics
Brand: World Scientific Publishing Co Pte Ltd
SKU: 9789811234026
Price: 205.06 EUR
Availability: InStock

Autor: David Rousseau, Kazuhiro Terao

Jazyk:

Väzba: Pevná

Vydavateľ: World Scientific Publishing Co Pte Ltd

Dostupnosť: 50 % šanca

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205.06 €

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

Informácie o knihe

Autor

David Rousseau, Kazuhiro Terao

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2022

Stránok

828

EAN

9789811234026

ISBN

9811234027

Enbook ID

33593881

Vydavateľ

World Scientific Publishing Co Pte Ltd

Hmotnosť

1057

Rozmery

165 x 238 x 30

Kompletný 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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