Introduction To Statistics And Data Analysis For Physicists (Fourth Edition)
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A01=Gerhard Bohm
A01=Gunter Zech
Author_Gerhard Bohm
Author_Gunter Zech
Bayes Theorem
Category=PHS
Category=PHU
Conditional Probability
Continuous Distribution
Data Analysis
Discrete Distributions
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eq_isMigrated=2
eq_nobargain
eq_non-fiction
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Estimation
Hypothesis Test
Measurement Errors
Monte Carlo Simulation
Physics
Probability
Probability Density Estimation
Probability Distribution
Random Events
Resampling Techniques
Statistical Learning
Statistical Physics
Statistics
Unfolding
Product details
- ISBN 9789819820245
- Publication Date: 15 Aug 2025
- Publisher: World Scientific Publishing Co Pte Ltd
- Publication City/Country: SG
- Product Form: Paperback
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The tools of statistical analysis for experiments in modern physical applications are increasingly sophisticated and specific tools are needed to reliably extract results from complex data. This textbook thus presents a comprehensive treatment of the topic for the practicing physicist, focusing less on mathematical foundations but appealing to intuitive techniques with a large number of examples.This fourth edition is greatly expanded with new sub-topics not covered in standard textbooks. We begin with fundamental probability concepts and measurement errors, continuing to the indispensable Monte Carlo simulation. Likelihood and its underlying likelihood principle are explored, serving as bases for the sections on parameter inference and the treatment of distorted data. Topics like hypothesis testing, the statistics of weighted events, the elimination of nuisance parameters, and deconvolution are updated with new developments. Final chapters introduce other advanced techniques such as statistical learning and bootstrap sampling.Developed and greatly expanded from a graduate course at the University of Siegen, this book serves as an essential resource for all graduate students and researchers seeking a rigorous foundation in statistical methods for experimental physics, especially those in nuclear, particle and astrophysics.
