Manifold Learning
Advanced Introduction to Machine Learning - 10-715
Content
PCA (1901)
Multi-dimensional Scaling (1952)
Maximum Variance Unfolding, Colored MVU
Mixture of PCA, Mixture of Factor Analyzers
Local Linear Embedding (2000)
Isomap (2000), C-Isomap
Hessian Eigenmaps
Laplacian Eigenmaps (2003)
Local Tangent Space Alignment
Supplementary material
Slides in PDF
Recommended papers
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