Randomness in Topology: Persistence Diagrams, Euler Characteristics, and Möbius Inversion

Slide Note
Embed
Share

Exploring the concept of randomness in topology, this work delves into the fascinating realms of persistence diagrams, Euler characteristics, and Möbius inversion. Jointly presented with Amit Patel, the study uncovers the vast generalization of Möbius inversion as a principle of inclusion-exclusion, touching upon historical figures like August Ferdinand Möbius and innovative combinatorial theories. The visual representations provide a deeper understanding of posets, Möbius functions, examples of inclusion-exclusion, and Möbius inversion applications in persistence diagrams.


Uploaded on Oct 07, 2024 | 0 Views


Download Presentation

Please find below an Image/Link to download the presentation.

The content on the website is provided AS IS for your information and personal use only. It may not be sold, licensed, or shared on other websites without obtaining consent from the author. Download presentation by click this link. If you encounter any issues during the download, it is possible that the publisher has removed the file from their server.

E N D

Presentation Transcript


  1. PERSISTENCE DIAGRAMS, EULER CHARACTERISTICS, & M BIUS INVERSION Primoz Skraba Randomness in Topology & Its Applications March 21, 2023

  2. Outline Joint work with Amit Patel

  3. Outline M bius inversion Euler Persistence diagrams characteristic

  4. Mbius Inversion M bius inversion is a vast generalization of the principle of inclusion-exclusion.

  5. Mbius Inversion M bius inversion is a vast generalization of the principle of inclusion-exclusion. August Ferdinand M bius 1832 Euler s Totient Function 1763 Notation from Gauss 1801 Gian-Carlo Rota 1964 On the foundations of combinatorial theory I

  6. Posets Notation:

  7. Posets Notation:

  8. Mbius Function Example:

  9. Example: Inclusion-Exclusion

  10. Mbius Inversion Example:

  11. MBIUS INVERSION PERSISTENCEDIAGRAMS

  12. Persistence Diagrams Classical Persistence:

  13. Posets of Intervals Elements: set of all intervals, Ordering: two possibilities (Inclusion ordering) (Product ordering)

  14. PD as Mbius Inversion 2007: Cohen-Steiner, Edelsbrunner, Harer 2016: Patel Inclusion ordering

  15. PD as Mbius Inversion 2007: Cohen-Steiner, Edelsbrunner, Harer 2016: Patel Inclusion ordering

  16. PD as Mbius Inversion 2007: Cohen-Steiner, Edelsbrunner, Harer 2016: Patel Inclusion ordering

  17. PD as Mbius Inversion 2007: Cohen-Steiner, Edelsbrunner, Harer 2016: Patel Inclusion ordering

  18. PD as Mbius Inversion 2007: Cohen-Steiner, Edelsbrunner, Harer 2016: Patel Inclusion ordering

  19. PD as Mbius Inversion 2007: Cohen-Steiner, Edelsbrunner, Harer 2016: Patel Inclusion ordering

  20. Multiparameter Persistence Works over any poset Generalized rank invariant, fibered barcode, etc.

  21. Birth-Death Function 2016: Henselman-Petrusek, Ghrist 2022: McCleary, Patel Product ordering

  22. Birth-Death Function 2016: Henselman-Petrusek, Ghrist 2022: McCleary, Patel Product ordering

  23. Birth-Death Function 2016: Henselman-Petrusek, Ghrist 2022: McCleary, Patel Product ordering

  24. Kernel Function Product ordering 2022: G len, McCleary

  25. Kernel Function Product ordering 2022: G len, McCleary

  26. Equivalence 2022: G len, McCleary Birth-Death Function Same Persistence Diagram (up to the diagonal) Kernel Function

  27. Applications Bottleneck Stability rank function Duy, Hiraoka, Shirai: Limit Theorems for Persistence Diagrams birth-death function Appearance: Proof of convergence

  28. Applications Bottleneck Stability rank function Duy, Hiraoka, Shirai: Limit Theorems for Persistence Diagrams birth-death function Appearance: Proof of convergence Exploit monotonicity of birth-death function

  29. MBIUS FUNCTION EULER CHARACTERISTIC

  30. Order Complex

  31. Euler Characteristic Theorem [Hall 1928 Rota 1964]

  32. Related Work Reference Stanley, Enumerative combinatorics, Vol. 1 Wachs, Poset Topology: Tools and Applications Highlights Rota, Folkman, ivaljevi , Ziegler, Kozlov, Walker, Stanley, Crapo, Bj rner,

  33. PERSISTENCE DIAGRAMS EULER CHARACTERISTICS

  34. Modules over Posets Recall: Module

  35. Modules over Posets Recall: What is the M bius inversion of a vector space? Patel 2016

  36. Back to Topology (Simplicial) Cosheaf

  37. Rota Cosheaf Example: Rule:

  38. Cosheaf Euler Characteristic

  39. Mbius Inversion as EC Theorem

  40. Mbius Inversion as EC Theorem

  41. Key Idea Hall s Theorem [1928]

  42. Cosheaf Homology Rather than the Euler characteristic, we can take the homology groups

  43. Cosheaf Homology Rather than the Euler characteristic, we can take the homology groups

  44. Example

  45. 2D Example Does considering homology help? *Example due to Vidit Nanda

  46. 2D Example

  47. 2D Example

  48. GALOIS CONNECTIONS

  49. Galois Connections

  50. Rotas Galois Connection Theorem Theorem [Rota, G len-McCleary]

More Related Content