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ANOVA and Mixed Models: A Short Introduction Using R provides both the practitioner and researcher a compact introduction to the analysis of data from the most popular experimental designs. Based on knowledge from an introductory course on probability and statistics, the theoretical foundations of the most important models are introduced. The focus is on an intuitive understanding of the theory, common pitfalls in practice, and the application of the methods in R. From data visualization and model fitting, up to the interpretation of the corresponding output, the whole workflow is presented using R. The book does not only cover standard ANOVA models, but also models for more advanced designs and mixed models, which are common in many practical applications.
Features
- Accessible to readers with a basic background in probability and statistics
- Covers fundamental concepts of experimental design and cause-effect relationships
- Introduces classical ANOVA models, including contrasts and multiple testing
- Provides an example-based introduction to mixed models
- Features basic concepts of split-plot and incomplete block designs
- R code available for all steps
- Supplementary website with additional resources and updates are available here.
This book is primarily aimed at students, researchers, and practitioners from all areas who wish to analyze corresponding data with R. Readers will learn a broad array of models hand-in-hand with R, including the applications of some of the most important add-on packages.
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
Informazioni sull?autore
Lukas Meier is a senior scientist at the Seminar für Statistik at ETH Zürich. His main interests are teaching statistics at various levels, the application of statistics in many fields of applications using advanced ANOVA or regression models, and high-dimensional statistics. He co-leads the statistical consulting service at ETH Zürich and is the director of a continuing education program in applied statistics.
Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.
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ANOVA and Mixed Models: A Short Introduction Using R (Chapman & Hall/Crc the R)
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Chapman and Hall/CRC, 2022
ISBN 10: 036770420X
ISBN 13: 9780367704209
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ANOVA and Mixed Models
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Kartoniert / Broschiert. Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Lukas Meier is a senior scientist at the Seminar fuer Statistik at ETH Zuerich. His main interests are teaching statistics at various levels, the application of statistics in many fields of applications using advanced ANOVA or regression m. Codice articolo 649908258
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ANOVA and Mixed Models
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Chapman And Hall/CRC Nov 2022, 2022
ISBN 10: 036770420X
ISBN 13: 9780367704209
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Taschenbuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -ANOVA and Mixed Models: A Short Introduction Using R provides both the practitioner and researcher a compact introduction to the analysis of data from the most popular experimental designs. Based on knowledge from an introductory course on probability and statistics, the theoretical foundations of the most important models are introduced. The focus is on an intuitive understanding of the theory, common pitfalls in practice, and the application of the methods in R. From data visualization and model fitting, up to the interpretation of the corresponding output, the whole workflow is presented using R. The book does not only cover standard ANOVA models, but also models for more advanced designs and mixed models, which are common in many practical applications.FeaturesAccessible to readers with a basic background in probability and statisticsCovers fundamental concepts of experimental design and cause-effect relationshipsIntroduces classical ANOVA models, including contrasts and multiple testingProvides an example-based introduction to mixed modelsFeatures basic concepts of split-plot and incomplete block designsR code available for all stepsSupplementary website with additional resources and updates are available here.This book is primarily aimed at students, researchers, and practitioners from all areas who wish to analyze corresponding data with R. Readers will learn a broad array of models hand-in-hand with R, including the applications of some of the most important add-on packages. 202 pp. Englisch. Codice articolo 9780367704209
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ANOVA and Mixed Models (Chapman & Hall/CRC The R Series)
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Anova and Mixed Models : A Short Introduction Using R
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Chapman and Hall/CRC, 2022
ISBN 10: 036770420X
ISBN 13: 9780367704209
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ANOVA and Mixed Models (Chapman & Hall/CRC The R Series)
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ANOVA and Mixed Models: A Short Introduction Using R
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ISBN 13: 9780367704209
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ANOVA and Mixed Models (Chapman & Hall/CRC The R Series)
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