Probability and Statistics in the Physical Sciences /

This book, now in its third edition, offers a practical guide to the use of probability and statistics in experimental physics that is of value for both advanced undergraduates and graduate students. Focusing on applications and theorems and techniques actually used in experimental research, it incl...

Full description

Bibliographic Details
Main Author: Roe, Byron P. (Author)
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: Cham : Springer International Publishing : Imprint: Springer, 2020.
Edition:3rd ed. 2020.
Series:Undergraduate Texts in Physics,
Subjects:
Online Access:Connect to the full text of this electronic book
Description
Summary:This book, now in its third edition, offers a practical guide to the use of probability and statistics in experimental physics that is of value for both advanced undergraduates and graduate students. Focusing on applications and theorems and techniques actually used in experimental research, it includes worked problems with solutions, as well as homework exercises to aid understanding. Suitable for readers with no prior knowledge of statistical techniques, the book comprehensively discusses the topic and features a number of interesting and amusing applications that are often neglected. Providing an introduction to neural net techniques that encompasses deep learning, adversarial neural networks, and boosted decision trees, this new edition includes updated chapters with, for example, additions relating to generating and characteristic functions, Bayes' theorem, the Feldman-Cousins method, Lagrange multipliers for constraints, estimation of likelihood ratios, and unfolding problems.
Physical Description:1 online resource (XIII, 285 pages 54 illustrations, 5 illustrations in color.)
ISBN:9783030536947
ISSN:2510-4128
DOI:10.1007/978-3-030-53694-7