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Probability, Statistics and Simulation : With Application Programs Written in R / / by Alberto Rotondi, Paolo Pedroni, Antonio Pievatolo



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Autore: Rotondi Alberto Visualizza persona
Titolo: Probability, Statistics and Simulation : With Application Programs Written in R / / by Alberto Rotondi, Paolo Pedroni, Antonio Pievatolo Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022
Edizione: 1st ed. 2022.
Descrizione fisica: 1 online resource (643 pages)
Disciplina: 519.50285
519.5
Soggetto topico: Statistics
Probabilities
Applied Probability
Persona (resp. second.): PedroniPaolo
PievatoloAntonio
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: 1 Probability -- 2 Representation of random phenomena -- 3 Basic probability theory -- 4 Multivariate Probability Theory -- 5 Functions of random variables -- 6 Basic statistics: parameter estimation -- 7 Basic statistics: hypothesis testing -- 8 Monte Carlo methods -- 9 Applications of Monte Carlo methods -- 10 Statistical inference and likelihood -- 11 Least squares -- 12 Experimental data analysis -- Appendix A: Table of symbols 533 -- Appendix B: R software 535 -- Appendix C: Moment-generating functions 539 -- Appendix D: Solutions of problems 543 -- Appendix E: Tables.
Sommario/riassunto: This book presents in a compact form the program carried out in introductory statistics courses and discusses some essential topics for research activity, such as Monte Carlo simulation techniques, methods of statistical inference, best fit and analysis of laboratory data. All themes are developed starting from fundamentals, highlighting their applicative aspects, up to the detailed description of several cases particularly relevant for technical and scientific research. The text is dedicated to university students in scientific fields and to all researchers who have to solve practical problems by applying data analysis and simulation procedures. The R software is adopted throughout the book, with a rich library of original programs accessible to the readers through a website.
Titolo autorizzato: Probability, statistics and simulation  Visualizza cluster
ISBN: 3-031-09429-8
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910634035603321
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Serie: La Matematica per il 3+2, . 2038-5757 ; ; 139