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Probability in Physics [[electronic resource] ] : An Introductory Guide / / by Andy Lawrence



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Autore: Lawrence Andy Visualizza persona
Titolo: Probability in Physics [[electronic resource] ] : An Introductory Guide / / by Andy Lawrence Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2019
Edizione: 1st ed. 2019.
Descrizione fisica: 1 online resource (XXIV, 347 p. 79 illus., 13 illus. in color.)
Disciplina: 530.15
Soggetto topico: Física matemàtica
Estadística matemàtica
Probabilitats
Physics
Probabilities
Statistics 
Astronomy
Astrophysics
Statistical physics
Dynamical systems
Mathematical Methods in Physics
Probability Theory and Stochastic Processes
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences
Astronomy, Astrophysics and Cosmology
Complex Systems
Statistical Physics and Dynamical Systems
Soggetto genere / forma: Llibres electrònics
Nota di contenuto: Part I: The Basics -- Randomness and Probability -- Distributions, Moments, and Errors -- Part II: Frequency Distributions in the Physical World -- Counting the Ways: Arrangements and Subsets -- Counting Statistics: Binomial and Poisson Distributions -- Combining Many Factors: The Gaussian Distribution -- Distributions Arising from Random Processes in Time -- Part III: Probabilistic Inference: Reasoning in the Presence of Uncertainty -- Hypothesis Testing -- Parameter Estimation -- Inference With Two Variables: Correlation Testing and Line Fitting -- Model Fitting -- Part IV: Selected Topics -- Information, Uncertainty, and Surprise -- Erratic Time Series -- Probability in Quantum Physics -- Entropy, Complexity, and the Arrow of Time -- Solutions.
Sommario/riassunto: 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.
Titolo autorizzato: Probability in Physics  Visualizza cluster
ISBN: 3-030-04544-7
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910349511003321
Lo trovi qui: Univ. Federico II
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Serie: Undergraduate Lecture Notes in Physics, . 2192-4791