Polynomial Optimization over the Unit Sphere Vijay Bhattiprolu
Polynomial Optimization over the Unit Sphere Vijay Bhattiprolu (CMU) Mrinal Ghosh (TTIC) Venkat Guruswami (CMU) Euiwoong Lee (CMU / Simons) Madhur Tulsiani (TTIC)
Problem •
Complexity •
What we will prove •
What we will prove •
First Step •
First Step •
Tuples and Monomials •
Multi-Indices and Monomials •
Matrix Representations •
1, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3 1, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3
1, 1 1, 2 1, 3 2, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3 1 1 2, 2 1 2, 3 1 3, 1 1 3, 2 1 3, 3 1
1, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3 1 1 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3 1 1 1
Our “Relaxation” • •
Strategy •
Multilinear Decomposition Inequality •
Multilinear Decomposition Inequality •
Finding a good Matrix Representation •
• 1, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3
• 1, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3
• 1, 1 1, 2 1, 3 2, 1 2, 2 2, 3 3, 1 3, 2 3, 3
Saving 1 in Exponent •
Conclusion •
Thank you!
- Slides: 40