Explains the use of probability in physics motivated by real physics examples throughout
Presents a modern approach to statistics, with a harmonised and simplified view of traditional and Bayesian approaches
Emerges from a one-semester twenty-lecture course taught to junior honours students
Aims to cover the role of probability anywhere in physics
Offers exercises and solutions
Table of contents (14 chapters)
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Front Matter
Pages i-xxiv
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Frequency Distributions in the Physical World
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Probabilistic Inference: Reasoning in the Presence of Uncertainty
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Front Matter
Pages 113-114
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Selected Topics
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Front Matter
Pages 207-207
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Back Matter
Pages 311-347
About this book
This textbook presents an introduction to the use of probability in physics, treating introductory ideas of both statistical physics and of statistical inference, as well the importance of probability in information theory, quantum mechanics, and stochastic processes, in a unified manner. The book also presents a harmonised view of frequentist and Bayesian approaches to inference, emphasising their complementary value. The aim is to steer a middle course between the "cookbook" style and an overly dry mathematical statistics style. The treatment is driven by real physics examples throughout, but developed with a level of mathematical clarity and rigour appropriate to mid-career physics undergraduates. Exercises and solutions are included.
Keywords
- Probability textbook
- "Bayesian" approach
- "Frequentist" approach
- Binomial, Poisson, and related distributions
- Gaussian distribution
- Hypothesis testing
- Randomness, probability, and credibility
- Statistical inference
- Statistics for physicists
- Stochastic processes
Authors and Affiliations
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Institute for Astronomy, University of Edinburgh, Edinburgh, UK
Andy Lawrence
About the author
Andy Lawrence is the Regius Professor of Astronomy at the University of Edinburgh. His research interests are in Active Galactic Nuclei (AGN), observational cosmology, survey astronomy, and e-science (the Virtual Observatory). He has been teaching an undergraduate course on Probability in Physics with a new angle. He is a Fellow of the Royal Society of Edinburgh and author of the Springer book Astronomical Measurement.