Optimization in Signal Processing and Machine Learning

Optimization in Signal Processing and Machine Learning

IEEE Signal Processing Society via YouTube Direct link

Local perturbations

19 of 22

19 of 22

Local perturbations

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Optimization in Signal Processing and Machine Learning

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  1. 1 Introduction
  2. 2 Welcome
  3. 3 What is optimization
  4. 4 Experiment
  5. 5 Setup
  6. 6 Optimization Problem
  7. 7 Questions
  8. 8 Sign permutation symmetry
  9. 9 Matlab
  10. 10 Overcomplete dictionaries
  11. 11 Practice gap
  12. 12 How can we understand
  13. 13 Nonconvex optimization
  14. 14 Local geometry
  15. 15 Dictionary learning
  16. 16 Objective function
  17. 17 Geometric intuition
  18. 18 Blind Deconvolution
  19. 19 Local perturbations
  20. 20 Simulation results
  21. 21 Theory
  22. 22 Geometric Theorem

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