ANOVA and Mixed Models: A Short Introduction Using R: Chapman &Hall/CRC The R Series
Autor Lukas Meieren Limba Engleză Paperback – 4 noi 2022
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.
Toate formatele și edițiile | Preț | Express |
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Paperback (1) | 347.53 lei 6-8 săpt. | +72.94 lei 6-10 zile |
CRC Press – 4 noi 2022 | 347.53 lei 6-8 săpt. | +72.94 lei 6-10 zile |
Hardback (1) | 759.32 lei 6-8 săpt. | +82.65 lei 6-10 zile |
CRC Press – 4 noi 2022 | 759.32 lei 6-8 săpt. | +82.65 lei 6-10 zile |
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Specificații
ISBN-13: 9780367704209
ISBN-10: 036770420X
Pagini: 201
Ilustrații: 18 Tables, black and white; 41 Line drawings, black and white; 41 Illustrations, black and white
Dimensiuni: 156 x 234 x 17 mm
Greutate: 0.37 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman &Hall/CRC The R Series
ISBN-10: 036770420X
Pagini: 201
Ilustrații: 18 Tables, black and white; 41 Line drawings, black and white; 41 Illustrations, black and white
Dimensiuni: 156 x 234 x 17 mm
Greutate: 0.37 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman &Hall/CRC The R Series
Cuprins
1. Learning from Data. 1.1. Cause-Effect Relationships. 1.2. Experimental Studies. 2. Completely Randomized Designs. 2.1. One-Way Analysis of Variance. 2.2. Checking Model Assumptions. 2.3. Nonparametric Approaches. 2.4. Power or "What Sample Size Do I Need?". 2.5. Adjusting for Covariates. 2.6. Appendix. 3. Contrasts and Multiple Testing. 3.1. Contrasts. 3.2. Multiple Testing. 4. Factorial Treatment Structure. 4.1. Introduction. 4.2. Two-Way ANOVA Model. 5. Complete Block Designs. 5.1. Introduction. 5.2. Randomized Complete Block Designs (RCBD). 5.3. Nonparametric Alternatives. 5.4. Outlook: Multiple Block Factors. 6. Random and Mixed Effects Models. 6.1. Random Effects Models. 7. Split-Plot Designs. 7.1. Introduction. 7.2. Properties of Split-Plot Designs. 7.3. A More Complex Example in Detail: Oat Varieties. 8. Incomplete Block Designs. 8.1. Introduction. 8.2. Balanced Incomplete Block Designs (BIBD). 8.3. Analysis of Incomplete Block Designs. 8.4. Outlook. 8.5. Concluding Remarks. Bibliography. Index
Notă biografică
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.
Descriere
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 application of some of the most important add-on packages.