Tensor Decomposition - A Mathematical Tool for Data Analysis

Tensor Decomposition - A Mathematical Tool for Data Analysis

Joint Mathematics Meetings via YouTube Direct link

Intro

1 of 19

1 of 19

Intro

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Tensor Decomposition - A Mathematical Tool for Data Analysis

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  1. 1 Intro
  2. 2 Tensor Decomposition: A Mathematical Tool for Data Analysis
  3. 3 Tensors Vector Outer Products
  4. 4 Matrix Decomposition: Detecting Low-Rank Structure
  5. 5 CP Tensor Factorization (3-way): Detecting low-rank 3-way structure
  6. 6 CP first invented in 1927
  7. 7 New Devices Enable Measuring Multiple Neurons Simultaneously
  8. 8 Neuron Data
  9. 9 Fitting CP: Alternating Least Squares
  10. 10 Solving the Least Squares Problem
  11. 11 Randomizing the Convergence Check
  12. 12 Application to Hazardous Gas Dataset
  13. 13 Factors from Gas Dataset
  14. 14 Rayleigh CP with Linear Link
  15. 15 Generalized CP
  16. 16 Mouse Data using Rayleigh (Nonnes)
  17. 17 Gas Data Using Rayleigh
  18. 18 Binary Chat Data using Boolean CP
  19. 19 CP Tensor Decomposition & Data Analysis

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