Manifold learning: theory and applications

Title Page......Page 4
Contents......Page 6
List of Figures......Page 12
List of Tables......Page 18
Preface......Page 20
Editors......Page 22
Contributors......Page 24
1. Spectral Embedding Methods for Manifold Learning......Page 26
2. Robust Laplacian Eigenmaps Using Global Information......Page 62
3. Density Preserving Maps......Page 82
4. Sample Complexity in Manifold Learning......Page 98
5. Manifold Alignment......Page 120
6. Large-Scale Manifold Learning......Page 146
7. Metric and Heat Kernel......Page 170
8. Discrete Ricci Flow for Surface and 3-Manifold......Page 192
9. 2D and 3D Objects Morphing Using Manifold Techniques......Page 234
10. Learning Image Manifolds from Local Features......Page 258
11. Human Motion Analysis Applications of Manifold Learning......Page 278