Applied Multiway Data Analysis presents a unique, thorough, and authoritativetreatment of this relatively new and emerging approach to data analysis that is applicable across a range of fields, from the social and behavioral sciences to agriculture, environmental sciences, and chemistry. General introductionsto multiway data types, methods, and estimation procedures are provided in addition to detailed explanations and advice for readers who would like to learnmore about applying multiway methods. Using carefully laid out examples and engaging applications, the book begins with an introductory chapter that servesas a general overview of multiway analysis, including the types of problems it can address. Next, the process of setting up, carrying out, and evaluating multiway analyses is discussed along with commonly-encountered issues, such as preprocessing, missing data, model and dimensionality selection, postprocessing, transformation, as well as robustness and stability issues. INDICE: Foreword Preface Part 1 Data, Models, and Algorithms 1. Overture 2. Overview 3. Three-way and multiway data 4. Component models for fully-crossed designs 5. Algorithms for multiway models Part II Data Handling, Model Selection, and Interpertation 6. Preprocessin 7. Missing data in multiway analysis 8. Model and dimensionality selection 9. Interpreting component models 10. Improving interpretation through rotations 11. Graphical displays for components 12. Residuals, outliers, and robustness Part III Multiway Data and Their Analysis 13. Modeling multiway profile data 14. Modeling multiway rating scale data15. Exploratory multivariate longitudinal analysis 16. Three-mode clustering 17. Multiway contingency tables 18. Three-way binary data 19. From three-way to four-way data and beyond Appendix A: Standard notation for mulitway analysisAppendix B: Biplots and their interpretation References Glossary Acronyms Author Index Subject Index
- ISBN: 978-0-470-16497-6
- Editorial: John Wiley & Sons
- Encuadernacion: Cartoné
- Páginas: 608
- Fecha Publicación: 08/02/2008
- Nº Volúmenes: 1
- Idioma: Inglés