Learning Automata with Hankel Matrices - Borja Balle, Amazon Research Cambridge

Learning Automata with Hankel Matrices - Borja Balle, Amazon Research Cambridge

Alan Turing Institute via YouTube Direct link

Intro

1 of 16

1 of 16

Intro

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Learning Automata with Hankel Matrices - Borja Balle, Amazon Research Cambridge

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  1. 1 Intro
  2. 2 Brief History of Automata Learning
  3. 3 Talk Outline
  4. 4 From Hankel Matrices to DFA
  5. 5 Closed and consistent Finite Hankel Matrices
  6. 6 Learning from Membership and Equivalence Queries
  7. 7 Weighted Finite Automata (WFA)
  8. 8 Hankel Matrices and WFA
  9. 9 From Hankel Matrices to WFA
  10. 10 WFA Reconstruction via Singular Value Decomposition
  11. 11 Estimating Hankel Matrices from Samples
  12. 12 Spectral PAC Learning of Stochastic WFA
  13. 13 Statistical Learning in the Non-realizable Setting
  14. 14 Leaming WFA via Hankel Matrix Completion
  15. 15 Generalization Bounds for Learning WFA
  16. 16 Same Practical Applications

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