Generalized Linear Models With Examples R - Couverture rigide
Livre 89 sur 103: Springer Texts in Statistics
Synopsis
*This book eases students into GLMs and motivates the need for GLMs by starting with regression.* A practical working knowledge of good applied statistical practice is developed through the use of these real data sets and numerous case studies*. Each example in the text is cross-referenced with the relevant data set so that readers can load this data to follow the analysis in their own R session.
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
À propos de l?auteur
Peter K. Dunn is Associate Professor in the Faculty of Science, Health, Education and Engineering at the University of the Sunshine Coast. His work focuses on mathematical statistics, in particular generalized linear models. He has developed methods for accurate numerical evaluation of the densities of the Tweedie distributions, leading to a better understanding of these distributions. An engaging teacher, Dunn is the recipient of an Australian Office of Learning and Teaching citation. He has also won several conference paper prizes, including the EJ Pitman Prize at the Australian Statistics Conference. He is a member of the Statistical Society of Australia Inc. and the Australian Mathematics Society.
Gordon K. Smyth is Head of the Bioinformatics Division at the Walter and Eliza Hall Institute of Medical Research and Honorary Professor of Mathematics & Statistics at The University of Melbourne. He has published research on generalized linear models and statistical computing for over 30 years and is the author of several popular R packages. In recent years, he has particularly promoted the use of generalized linear models to model data from genomic sequencing technologies.Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.
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Generalized Linear Models With Examples in R (Springer Texts in Statistics)
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Springer, 2018
ISBN 10 : 1441901175
ISBN 13 : 9781441901170
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Generalized Linear Models With Examples in R (Hardcover)
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Springer-Verlag New York Inc., New York, NY, 2018
ISBN 10 : 1441901175
ISBN 13 : 9781441901170
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Hardcover. Etat : new. Hardcover. This textbook presents an introduction to generalized linear models, complete with real-world data sets and practice problems, making it applicable for both beginning and advanced students of applied statistics. Generalized linear models (GLMs) are powerful tools in applied statistics that extend the ideas of multiple linear regression and analysis of variance to include response variables that are not normally distributed. As such, GLMs can model a wide variety of data types including counts, proportions, and binary outcomes or positive quantities.The book is designed with the student in mind, making it suitable for self-study or a structured course. Beginning with an introduction to linear regression, the book also devotes time to advanced topics not typically included in introductory textbooks. It features chapter introductions and summaries, clear examples, and many practice problems, all carefully designed to balance theory and practice. The text also provides a working knowledge of applied statistical practice through the extensive use of R, which is integrated into the text. Other features include: Advanced topics such as power variance functions, saddlepoint approximations, likelihood score tests, modified profile likelihood, small-dispersion asymptotics, and randomized quantile residuals Nearly 100 data sets in the companion R package GLMsData Examples that are cross-referenced to the companion data set, allowing readers to load the data and follow the analysis in their own R session This textbook presents an introduction to generalized linear models, complete with real-world data sets and practice problems, making it applicable for both beginning and advanced students of applied statistics. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N° de réf. du vendeur 9781441901170
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Generalized Linear Models With Examples in R
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Springer New York Nov 2018, 2018
ISBN 10 : 1441901175
ISBN 13 : 9781441901170
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Buch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This textbook presents an introduction to generalized linear models, complete with real-world data sets and practice problems, making it applicable for both beginning and advanced students of applied statistics. Generalized linear models (GLMs) are powerful tools in applied statistics that extend the ideas of multiple linear regression and analysis of variance to include response variables that are not normally distributed. As such, GLMs can model a wide variety of data types including counts, proportions, and binary outcomes or positive quantities.The book is designed with the student in mind, making it suitable for self-study or a structured course. Beginning with an introduction to linear regression, the book also devotes time to advanced topics not typically included in introductory textbooks. It features chapter introductions and summaries, clear examples, and many practice problems, all carefully designed to balance theory and practice. The text also provides a working knowledge of applied statistical practice through the extensive use of R, which is integrated into the text.Other features include: - Advanced topics such as power variance functions, saddlepoint approximations, likelihood score tests, modified profile likelihood, small-dispersion asymptotics, and randomized quantile residuals - Nearly 100 data sets in the companion R package GLMsData - Examples that are cross-referenced to the companion data set, allowing readers to load the data and follow the analysis in their own R session 584 pp. Englisch. N° de réf. du vendeur 9781441901170
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Generalized Linear Models With Examples in R
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ISBN 10 : 1441901175
ISBN 13 : 9781441901170
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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Peter K. Dunn is Associate Professor in the Faculty of Science, Health, Education and Engineering at the University of the Sunshine Coast. His work focuses on mathematical statistics, in particular generalized linear models. He has developed methods for acc. N° de réf. du vendeur 264216889
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Buch. Etat : Neu. Generalized Linear Models With Examples in R | Gordon K. Smyth (u. a.) | Buch | xx | Englisch | 2018 | Springer US | EAN 9781441901170 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand. N° de réf. du vendeur 115069040
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Generalized Linear Models With Examples in R
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Springer New York, Springer New York Nov 2018, 2018
ISBN 10 : 1441901175
ISBN 13 : 9781441901170
Neuf
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Buch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware -This textbook presents an introduction to generalized linear models, complete with real-world data sets and practice problems, making it applicable for both beginning and advanced students of applied statistics. Generalized linear models (GLMs) are powerful tools in applied statistics that extend the ideas of multiple linear regression and analysis of variance to include response variables that are not normally distributed. As such, GLMs can model a wide variety of data types including counts, proportions, and binary outcomes or positive quantities.The book is designed with the student in mind, making it suitable for self-study or a structured course. Beginning with an introduction to linear regression, the book also devotes time to advanced topics not typically included in introductory textbooks. It features chapter introductions and summaries, clear examples, and many practice problems, all carefully designed to balance theory and practice. The text also provides a working knowledge of applied statistical practice through the extensive use of R, which is integrated into the text.Other features include:¿ Advanced topics such as power variance functions, saddlepoint approximations, likelihood score tests, modified profile likelihood, small-dispersion asymptotics, and randomized quantile residuals¿ Nearly 100 data sets in the companion R package GLMsData¿ Examples that are cross-referenced to the companion data set, allowing readers to load the data and follow the analysis in their own R sessionSpringer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 584 pp. Englisch. N° de réf. du vendeur 9781441901170
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