Data Mining: Frequent Directions and Random Projections - Spring 2023

Data Mining: Frequent Directions and Random Projections - Spring 2023

UofU Data Science via YouTube Direct link

Dimensionality reduction so far

7 of 12

7 of 12

Dimensionality reduction so far

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Data Mining: Frequent Directions and Random Projections - Spring 2023

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  1. 1 Recording starts
  2. 2 Announcements
  3. 3 Random projection motivation recap
  4. 4 Random projection algorithm recap
  5. 5 Choosing random unit vectors
  6. 6 Random projection vs. PCA/SVD
  7. 7 Dimensionality reduction so far
  8. 8 Frequent directions motivation
  9. 9 Frequent items / Misra-Gries reminder
  10. 10 Frequent directions algorithm
  11. 11 Linformer an example of using SVD and random projection
  12. 12 Lecture ends

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