Module 6: Dimensionality Reduction
  Lecture 28: Dimensionality Reduction
 

                                            

 

 

Distortion
  • provides bounds on distance after dimensionality reduction
  • is contraction and is expansion
  Distortion
  • For arbitrary dimensionality reductions,
Distortion
  • Contractive embeddings:
  • Isometric embeddings: