Graduate Texts in Physics Statistics and Analysis of Scientific Data. Bonamente, M. 2017.
abstract   bibtex   
This textbook covers probability theory and random variables, maximum- likelihood methods for single variables and two-variable datasets, andmore complex topics of data fitting, estimation of parameters, and confidence intervals. Among the topics that have recently become mainstream, Monte Carlo Markov chains occupy a special role. The last chapter of the book provides a comprehensive overview of Markov chains and Monte Carlo Markov chains, from theory to implementation.
@book{bonamente_graduate_2017,
	title = {Graduate {Texts} in {Physics} {Statistics} and {Analysis} of {Scientific} {Data}},
	isbn = {978-1-4939-6570-0},
	abstract = {This textbook covers probability theory and random variables, maximum- likelihood methods for single variables and two-variable datasets, andmore complex topics of data fitting, estimation of parameters, and confidence intervals. Among the topics that have recently become mainstream, Monte Carlo Markov chains occupy a special role. The last chapter of the book provides a comprehensive overview of Markov chains and Monte Carlo Markov chains, from theory to implementation.},
	author = {Bonamente, Massimiliano},
	year = {2017},
}

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