Tensor Networks for High-Dimensional Integration and Optimization

Tensor Networks for High-Dimensional Integration and Optimization

Simons Foundation via YouTube Direct link

Intro

1 of 26

1 of 26

Intro

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Classroom Contents

Tensor Networks for High-Dimensional Integration and Optimization

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  1. 1 Intro
  2. 2 Epidemics on networks
  3. 3 Different approaches
  4. 4 Probability of states
  5. 5 Time dependent searching
  6. 6 Matrix product state
  7. 7 Separation of variables
  8. 8 Tensor train
  9. 9 How we solve problems
  10. 10 Variational optimization
  11. 11 TT Rank
  12. 12 Mode Size
  13. 13 Optimization
  14. 14 Time Dependent
  15. 15 Monte Carlo
  16. 16 SSA
  17. 17 Summary Wiring
  18. 18 High Dimensional Integration
  19. 19 HighDimensional Integral
  20. 20 Quasi Monte Carlo
  21. 21 Lower End Matrix
  22. 22 Maximum Volume
  23. 23 Cross Interpolation
  24. 24 Simplified Integral
  25. 25 Conclusion
  26. 26 Questions

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