Distributions For Modeling Location Scale And Shape
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Distributions For Modeling Location Scale And Shape
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Author : Robert A. Rigby
language : en
Publisher: CRC Press
Release Date : 2019-10-08
Distributions For Modeling Location Scale And Shape written by Robert A. Rigby and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-08 with Mathematics categories.
This is a book about statistical distributions, their properties, and their application to modelling the dependence of the location, scale, and shape of the distribution of a response variable on explanatory variables. It will be especially useful to applied statisticians and data scientists in a wide range of application areas, and also to those interested in the theoretical properties of distributions. This book follows the earlier book ‘Flexible Regression and Smoothing: Using GAMLSS in R’, [Stasinopoulos et al., 2017], which focused on the GAMLSS model and software. GAMLSS (the Generalized Additive Model for Location, Scale, and Shape, [Rigby and Stasinopoulos, 2005]), is a regression framework in which the response variable can have any parametric distribution and all the distribution parameters can be modelled as linear or smooth functions of explanatory variables. The current book focuses on distributions and their application. Key features: Describes over 100 distributions, (implemented in the GAMLSS packages in R), including continuous, discrete and mixed distributions. Comprehensive summary tables of the properties of the distributions. Discusses properties of distributions, including skewness, kurtosis, robustness and an important classification of tail heaviness. Includes mixed distributions which are continuous distributions with additional specific values with point probabilities. Includes many real data examples, with R code integrated in the text for ease of understanding and replication. Supplemented by the gamlss website. This book will be useful for applied statisticians and data scientists in selecting a distribution for a univariate response variable and modelling its dependence on explanatory variables, and to those interested in the properties of distributions.
Distribution For Modelling Location Scale And Shape
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Author : Robert A. Rigby
language : en
Publisher: Chapman & Hall/CRC
Release Date : 2019-09-20
Distribution For Modelling Location Scale And Shape written by Robert A. Rigby and has been published by Chapman & Hall/CRC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-20 with Big data categories.
"This is the second volume in a series of books about using the GAMLSS R package developed by the authors. This volume presents a broad overview of statistical distributions and how they can be used in practical applications. It describes over 100 distributions - all available in the supporting R package - including their properties, limitations, and applications. Given the increasing size and complexity of available datasets, it is important to choose the underlying statistical distribution for your model very carefully, and this book gives both users and non-users of GAMLSS the tools to do that effectively"--
Distributions For Modeling Location Scale And Shape
DOWNLOAD
Author : Robert A. Rigby
language : en
Publisher: CRC Press
Release Date : 2019-10-08
Distributions For Modeling Location Scale And Shape written by Robert A. Rigby and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-08 with Mathematics categories.
This is a book about statistical distributions, their properties, and their application to modelling the dependence of the location, scale, and shape of the distribution of a response variable on explanatory variables. It will be especially useful to applied statisticians and data scientists in a wide range of application areas, and also to those interested in the theoretical properties of distributions. This book follows the earlier book ‘Flexible Regression and Smoothing: Using GAMLSS in R’, [Stasinopoulos et al., 2017], which focused on the GAMLSS model and software. GAMLSS (the Generalized Additive Model for Location, Scale, and Shape, [Rigby and Stasinopoulos, 2005]), is a regression framework in which the response variable can have any parametric distribution and all the distribution parameters can be modelled as linear or smooth functions of explanatory variables. The current book focuses on distributions and their application. Key features: Describes over 100 distributions, (implemented in the GAMLSS packages in R), including continuous, discrete and mixed distributions. Comprehensive summary tables of the properties of the distributions. Discusses properties of distributions, including skewness, kurtosis, robustness and an important classification of tail heaviness. Includes mixed distributions which are continuous distributions with additional specific values with point probabilities. Includes many real data examples, with R code integrated in the text for ease of understanding and replication. Supplemented by the gamlss website. This book will be useful for applied statisticians and data scientists in selecting a distribution for a univariate response variable and modelling its dependence on explanatory variables, and to those interested in the properties of distributions.
Statistical Models In Engineering
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Author : Gerald J. Hahn
language : en
Publisher: John Wiley & Sons
Release Date : 1967
Statistical Models In Engineering written by Gerald J. Hahn and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 1967 with Mathematics categories.
A detailed treatment on the use of statistical models representing physical phenomena. Considers the relevance of the popular normal distribution models and the applicability of exponential distribution in reliability problems. Introduces and discusses the use of alternate models such as gamma, beta and Weibull distributions. Features expansive coverage of system performance and describes an exact method known as the transformation of variables. Deals with techniques on assessing the adequacy of a chosen model including both graphical and analytical procedures. Contains scores of illustrative examples, most of which have been adapted from actual problems.
Pareto Distributions
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Author : Barry C. Arnold
language : en
Publisher:
Release Date : 1983
Pareto Distributions written by Barry C. Arnold and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983 with Distribution (Economic theory) categories.
Nan Shu Xue Xue Bao
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Author :
language : en
Publisher:
Release Date : 1973
Nan Shu Xue Xue Bao written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1973 with Mathematics categories.
Water Quality Modeling
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Author : American Society of Agricultural Engineers
language : en
Publisher: American Society of Agricultural & Biological Engineers
Release Date : 1995
Water Quality Modeling written by American Society of Agricultural Engineers and has been published by American Society of Agricultural & Biological Engineers this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Technology & Engineering categories.
Reliability Handbook
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Author : William Grant Ireson
language : en
Publisher: McGraw-Hill Companies
Release Date : 1966
Reliability Handbook written by William Grant Ireson and has been published by McGraw-Hill Companies this book supported file pdf, txt, epub, kindle and other format this book has been release on 1966 with Technology & Engineering categories.
Canadian Journal Of Forest Research Journal Canadien De La Recherche Foresti Re
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Author :
language : en
Publisher:
Release Date : 2008
Canadian Journal Of Forest Research Journal Canadien De La Recherche Foresti Re written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Forests and forestry categories.
Encyclopedia Of Statistical Sciences Li Mi
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Author :
language : en
Publisher:
Release Date : 2006
Encyclopedia Of Statistical Sciences Li Mi written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Statistics categories.