Handbook of Exponential and Related Distributions for Engineers and Scientists
Autor Nabendu Pal, Chun Jin, Wooi K. Limen Limba Engleză Paperback – 30 iun 2020
The book begins with all the basic mathematical and statistical background necessary to select the correct distribution to model real-world data sets. This includes inference, decision theory, and computational aspects including the popular Bootstrap method. The authors then examine four skewed distributions in detail: exponential, gamma, Weibull, and extreme value. For each one, they discuss general properties and applicability to example data sets, theoretical characterization, estimation of parameters and related inferences, and goodness of fit tests. The final chapter deals with system reliability for series and parallel systems.
Presenting methods based on statistical simulations and numerical computations, the Handbook of Exponential and Related Distributions for Engineers and Scientists supplies hands-on tools for applied researchers in need of practical tools for data analysis.
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Specificații
ISBN-13: 9780367577964
ISBN-10: 0367577968
Pagini: 372
Dimensiuni: 156 x 234 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
ISBN-10: 0367577968
Pagini: 372
Dimensiuni: 156 x 234 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Public țintă
ProfessionalCuprins
GENERAL STATISTICAL THEORY. Basic Concepts. Some Common Probability Distributions. Concepts of Statistical Inference. Elements of Decision Theory. Computational Aspects. EXPONENTIAL AND OTHER POSITIVELY SKEWED DISTRIBUTIONS WITH APPLICATIONS. Exponential Distribution. Gamma Distribution. Weibull Distribution. Extreme Value Distributions. System Reliability. Bibliography. Selected Statistical Tables. Index.
Notă biografică
Nabendu Pal, Chun Jin, Wooi K. Lim
Descriere
Relying heavily on simulations and illustrations, this book begins with all the basic mathematical and statistical background necessary to select the correct distribution to model real-world data sets. This includes inference, decision theory, and computational aspects, including the popular Bootstrap method. The authors then examine four skewed di