Statistical Methods for Data Analysis

Language: English

Published by Springer, Springer Apr 2023, 2023

3031199332 / 9783031199332

Series: Book 235 of 241 - Lecture Notes in Physics

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This item is printed on demand - Print on Demand Titel. Neuware -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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 368 pp. Englisch. …

Seller Inventory # 9783031199332

Title
Statistical Methods for Data Analysis
Author
Luca Lista
Publisher
Springer, Springer Apr 2023
Publication year
2023
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031199332
ISBN 13
9783031199332
Edition
3rd Edition
Item weight
557 grams
Dimensions
235x155x20 mm
Series
Book 235 of 241: Lecture Notes in Physics

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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