10-601 DR

This a lecture used in the Syllabus for Machine Learning 10-601

Slides

Slides in PDF

Readings

• PCA
  • Bishop's 12.1
  • There is a tutorial description of PCA also here: Shlens, Jonathon. "A tutorial on principal component analysis." Systems Neurobiology Laboratory, University of California at San Diego (2005).
• Manifold learning
  • ISOMAP A Global Geometric Framework for Nonlinear Dimensionality Reduction
  • LLE Nonlinear Dimensionality Reduction by Locally Linear Embedding