Borg, Ingwer
Modern Multidimensional Scaling
Part I. Fundamentals of MDS
1. The Four Purposes of Multidimensional Scaling
2. Constructing MDS Representations
3. MDS Models and Measures of Fit
4. Three Applications of MDS
5. MDS and Facet Theory
6. How to Obtain Proximities
Part II. MDS Models and Solving MDS Problems
7. Matrix Algebra for MDS
8. A Majorization Algorithm for Solving MDS
9. Metric and Nonmetric MDS
10. Confirmatory MDS
11. MDS Fit Measures, Their Relations, and Some Algorithms
12. Classical Scaling
13. Special Solutions, Degeneracies, and Local Minima
Part III. Unfolding
14. Unfolding
15. Avoiding Trivial Solutions in Unfolding
16. Special Unfolding Models
Part IV. MDS Geometry as a Substantive Model
17. MDS as a Psychological Model
18. Scalar Products and Euclidean Distances
19. Euclidean Embeddings
Part V. MDS and Related Methods
20. Procrustes Procedures
21. Three-Way Procrustean Models
22. Three-Way MDS Models
23. Modeling Asymmetric Data
24. Methods Related to MDS
DRM-restrictions
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Keywords: MATHEMATICS / Probability & Statistics / General MAT029000
- Author(s)
- Borg, Ingwer
- Groenen, Patrick J. F.
- Publisher
- Springer
- Publication year
- 2005
- Language
- en
- Edition
- 1
- Category
- Natural Sciences
- Format
- Ebook
- eISBN (PDF)
- 9780387289816