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Stochastic Processes with R: An Introduction: Chapman & Hall/CRC Texts in Statistical Science

Autor Olga Korosteleva
en Limba Engleză Hardback – 17 feb 2022
Stochastic Processes with R: An Introduction cuts through the heavy theory that is present in most courses on random processes and serves as practical guide to simulated trajectories and real-life applications for stochastic processes. The light yet detailed text provides a solid foundation that is an ideal companion for undergraduate statistics students looking to familiarize themselves with stochastic processes before going on to more advanced courses.
Key Features
  • Provides complete R codes for all simulations and calculations
  • Substantial scientific or popular applications of each process with occasional statistical analysis
  • Helpful definitions and examples are provided for each process
  • End of chapter exercises cover theoretical applications and practice calculations
 
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Specificații

ISBN-13: 9781032153735
ISBN-10: 1032153733
Pagini: 200
Ilustrații: 57 Line drawings, color; 57 Illustrations, color
Dimensiuni: 156 x 234 x 17 mm
Greutate: 0.46 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Texts in Statistical Science


Cuprins

1 Stochastic Process. Discrete-time Markov Chain  2 Random Walk   3 Poisson Process   4 Nonhomogeneous Poisson Process   5 Compound Poisson Process   6 Conditional Poisson Process   7 Birth-and-Death Process   8 Branching Process   9 Brownian Motion

Notă biografică

Olga Korosteleva, PhD, is a professor of statistics in the Department of Mathematics and Statistics at California State University, Long Beach (CSULB). She earned her Bachelor’s degree in mathematics in 1996 from Wayne State University in Detroit, and her PhD in statistics from Purdue University in West Lafayette, Indiana, in 2002. Since then she has been teaching statistics and mathematics courses at CSULB.

Recenzii

CRC Press
Title: Stochastic Processes with R
ISBN:  9781032153735
was successfully transmitted to the Library of Congress.

"This book is useful for simulating Markov chains, Poisson processes, and Brownian motion. The book can be used as supplementary reading for a first course in stochastic processes at the undergraduate-graduate level."

- David J. Olive, Technometrics, November 2022.

Descriere

Stochastic Processes with R: An Introduction cuts through the heavy theory that is present in most courses on random processes and serves as practical guide to simulated trajectories and real-life applications for stochastic processes.