Local Minima, Stable Sets, and Sums of Squares

Local Minima, Stable Sets, and Sums of Squares

Society for Industrial and Applied Mathematics via YouTube Direct link

Remainder of the talk

15 of 23

15 of 23

Remainder of the talk

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Classroom Contents

Local Minima, Stable Sets, and Sums of Squares

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  1. 1 Intro
  2. 2 A bird's eye view of optimization
  3. 3 Step size too small
  4. 4 Forcing a smart initialization?
  5. 5 Finding a local minimum
  6. 6 Finding a local minimizer of a quadratic program
  7. 7 Stable sets in graphs
  8. 8 Proof outline
  9. 9 What about the unconstrained case?
  10. 10 Finding local minima of cubics Let's start with a simpler question. Can we efficiently find a critical point
  11. 11 Unexpected convexity
  12. 12 Local minima of cubics and SDP
  13. 13 All roads lead to sums of squares
  14. 14 A more complete story
  15. 15 Remainder of the talk
  16. 16 Nonnegativity vs. sum of squares
  17. 17 Nonnegative polynomials that are not SOS?
  18. 18 A new notion: SOS-perfect graphs
  19. 19 Example
  20. 20 An immediate implication
  21. 21 What happens on random graphs?
  22. 22 A challenge for the SOS/SDP community is
  23. 23 Feel the need for more SOS?

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