Statistical Methods for Data Analysis: With Applications in Particle Physics, 3rd ed. free ebook download.

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Statistical Methods for Data Analysis: With Applications in Particle Physics, 3rd ed. free ebook download

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Author(s):	Luca Lista

Date:	2023	Format:	pdf	Language:	English	ISBN/ASIN:	3031199332
Pages:	358	OCR:		Quality:		ISBN13:
Uploader:	eternal	Upload Date:	9/11/2024 3:20:54 AM

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3031199332 pdf
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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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3271057	Book	https://nitroflare.com/view/D01FC8883E98...		32.00	eternal

Tags: Analysis Applications Data Methods Particle Physics Statistical

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