Anthony Bak - Spaces of Shapes Persistent Homology for Drug Discovery

Anthony Bak - Spaces of Shapes Persistent Homology for Drug Discovery

Applied Algebraic Topology Network via YouTube Direct link

Some Parameter choices

14 of 21

14 of 21

Some Parameter choices

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Anthony Bak - Spaces of Shapes Persistent Homology for Drug Discovery

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  1. 1 Intro
  2. 2 Problem Context
  3. 3 Why do virtual screen at all? High throughout screening HTS
  4. 4 Problem Complexity
  5. 5 Structure-based DHFR drug design
  6. 6 Overview
  7. 7 Persistent Homology. Rips Filtration
  8. 8 Persistent Homology. Barcodes
  9. 9 Barcode Interpretability and Engineering
  10. 10 Persistent Homology: Functions
  11. 11 Persistent Homology, Different Metrics
  12. 12 Chemical Compounds as Finite Metric Spaces
  13. 13 Filter functions
  14. 14 Some Parameter choices
  15. 15 Visualization and Discovery: Mapper via Ayasdiris
  16. 16 Machine Learning: Functions and SVM
  17. 17 SVM for Classification
  18. 18 Summary
  19. 19 Improvements
  20. 20 Intriguing ideas
  21. 21 Acknowledgements

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