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Nonparametric Inference on Manifolds

Abhishek Bhattacharya and Rabi Bhattacharya
Publisher: 
Cambridge University Press
Publication Date: 
2012
Number of Pages: 
237
Format: 
Hardcover
Series: 
IMS Monographs
Price: 
80.00
ISBN: 
9781107019584
Category: 
Monograph
We do not plan to review this book.

1. Introduction
2. Examples
3. Location and spread on metric spaces
4. Extrinsic analysis on manifolds
5. Intrinsic analysis on manifolds
6. Landmark-based shape spaces
7. Kendall's similarity shape spaces Σkm
8. The planar shape space Σk2
9. Reflection similarity shape spaces RΣkm
10. Stiefel manifolds
11. Affine shape spaces AΣkm
12. Real projective spaces and projective shape spaces
13. Nonparametric Bayes inference
14. Regression, classification and testing
i. Differentiable manifolds
ii. Riemannian manifolds
iii. Dirichlet processes
iv. Parametric models on Sd and Σk2
References
Subject index.

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