Statistical Methods for Data Analysis

Name: Statistical Methods for Data Analysis
Brand: Springer International Publishing AG
SKU: 9783031199332
Price: 415.41 RON
Availability: InStock

With Applications in Particle Physics

Autor: Luca Lista

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Editura: Springer International Publishing AG

Disponibilitate: În depozitul extern

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This third edition expands on the original material. Large portions of the text have been reviewed a...

Informații despre carte

Autor

Luca Lista

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2023

Pagini

330

EAN

9783031199332

Enbook ID

41587473

Editura

Springer International Publishing AG

Greutate

550

Dimensiuni

155 x 235

Descriere completă

This third edition expands on the original material. Large portions of the text have been reviewed and clarified. More emphasis is devoted to machine learning including more modern concepts and examples. This book provides the reader with the main concepts and tools needed to perform statistical analyses of experimental data, in particular in the field of high-energy physics (HEP). It starts with an introduction to probability theory and basic statistics, mainly intended as a refresher from readers' advanced undergraduate studies, but also to help them clearly distinguish between the Frequentist and Bayesian approaches and interpretations in subsequent applications. Following, the author discusses Monte Carlo methods with emphasis on techniques like Markov Chain Monte Carlo, and the combination of measurements, introducing the best linear unbiased estimator. More advanced concepts and applications are gradually presented, including unfolding and regularization procedures, culminating in the chapter devoted to discoveries and upper limits. The reader learns through many applications in HEP where the hypothesis testing plays a major role and calculations of look-elsewhere effect are also presented. Many worked-out examples help newcomers to the field and graduate students alike understand the pitfalls involved in applying theoretical concepts to actual data.

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Statistical Methods for Data Analysis

With Applications in Particle Physics

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