Smoothed Analysis in Unsupervised Learning via Decoupling

Smoothed Analysis in Unsupervised Learning via Decoupling

IEEE FOCS: Foundations of Computer Science via YouTube Direct link

Smoothed analysis framework

2 of 12

2 of 12

Smoothed analysis framework

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Smoothed Analysis in Unsupervised Learning via Decoupling

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  1. 1 Smoothed Analysis in Unsupervised Learning via Decoupling
  2. 2 Smoothed analysis framework
  3. 3 Smoothed analysis for tensor decomposition
  4. 4 Smoothed analysis in high dimension
  5. 5 Goal Need to bound the condition number
  6. 6 Challenges Within one column of
  7. 7 Polynomials of one perturbed vector
  8. 8 Polynomials of a few perturbed vectors
  9. 9 Robust subspace recovery
  10. 10 Hidden Markov Models
  11. 11 Robust tensor decomposition
  12. 12 Proof of Theorem 1

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