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Statistical Methods for Data Analysis

Name: Statistical Methods for Data Analysis
Brand: Springer International Publishing AG
SKU: 41587473
Price: 81.61 EUR
Availability: InStock
Author: Luca Lista
ISBN: 9783031199332

With Applications in Particle Physics

Luca Lista

Език

Английски език

Книга С меки корици

Код Либристо: 41587473

Издателство Springer International Publishing AG, януари 2023

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

Код Либристо: 41587473

197 b

81.61 €

159.61 лв

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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.