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Vietoris-Rips Complexes of Regular Polygons Samir Chowdhury Adam - PowerPoint PPT Presentation

Vietoris-Rips Complexes of Regular Polygons Samir Chowdhury Adam Jaffe The Ohio State University Stanford University Joint work with Henry Adams (Colorado State University) Bonginkosi Sibanda (Brown University) January 13, 2018 AMS Special


  1. Vietoris-Rips Complexes of Regular Polygons Samir Chowdhury Adam Jaffe The Ohio State University Stanford University Joint work with Henry Adams (Colorado State University) Bonginkosi Sibanda (Brown University) January 13, 2018 AMS Special Session on Topological Data Analysis JMM 2018

  2. Setup and overview Definition For metric space ( X , d ) and scale r ≥ 0, the Vietoris–Rips simplicial complex VR < ( X ; r ) is the set of all finite σ ⊆ X with diam ( σ ) < r . Definition For metric space ( X , d ) and scale r ≥ 0, the Vietoris–Rips simplicial complex VR ≤ ( X ; r ) is the set of all finite σ ⊆ X with diam ( σ ) ≤ r . Remark The Vietoris–Rips simplicial complex can be fully determined by the the underlying graph of its one skeleton, i.e the graph made by the zero and one dimensional simplices.

  3. Setup and overview Theorem (Chazal, de Silva, Oudot, 2013) Suppose X , M are totally bounded metric spaces. Then for any k ≥ 0 , d B ( dgm VR k ( X ) , dgm VR k ( M )) ≤ 2 d GH ( X , M ) X M One application: X a uniform sample from a manifold M . Problem: dgm VR k ( M ) is known for very few manifolds! Past work: circle (Adamaszek, Adams 2017), ellipses of small eccentricity (Adamaszek, Adams, Reddy 2018).

  4. Regular Polygons Definition Given an integer n ≥ 3, let the regular n-gon P n ⊆ R 2 be a set of n points equally spaced on S 1 , with line segments connecting adjacent points together. We endow P n with the Euclidean metric of R 2 .

  5. Problem statement and strategy We want to describe the homotopy types and persistent homology of VR ( P n ; r ). Method of cyclic graphs (Adamaszek et al 2016) has been successful in the circle and ellipse case. First we quantify scales parameters for which VR ( P n ; r ) supports cyclic graphs. Theorem of Adamaszek, Adams, and Reddy asserts that VR ( P n ; r ) ≃ S 2 ℓ +1 or VR ( P n ; r ) ≃ � P + F − 1 S 2 ℓ , depending on an invariant called the winding fraction of cyclic graphs supported on VR ( P n ; r ). Here P , F are integers depending on the geometry of P n that we explain later. Main result: We characterize the scale parameters r at which VR ( P n ; r ) is homotopy equivalent to an odd sphere or a wedge of P + F − 1 even spheres. In the latter case, we precisely quantify P and F .

  6. Main Result Theorem For fixed n, we have sequences of reals { s n ,ℓ } and { t n ,ℓ } that correspond to the first and last scale parameters for which an equilateral (2 ℓ + 1) -star can be inscribed within P n . Then: �� q − 1 S 2 ℓ when s n ,ℓ < r ≤ t n , l VR < ( P n ; r ) ≃ S 2 ℓ +1 when t n ,ℓ < r ≤ s n ,ℓ +1 �� 3 q − 1 S 2 ℓ when s n ,ℓ < r < t n ,ℓ VR ≤ ( P n ; r ) ≃ S 2 ℓ +1 when t n ,ℓ < r < s n ,ℓ +1 , where q = n / gcd ( n , 2 ℓ + 1) . Furthermore, all of the above homological features are persistent, except for 2 q copies of S 2 ℓ during the even sphere regimes for ≤ .

  7. Main Result: Example VR < ( P 15 ; r ) VR ≤ ( P 15 ; r )

  8. Main Result: Example VR < ( P 15 ; r ) VR ≤ ( P 15 ; r ) Why do we get homology above dimension 1?

  9. Intuition Figure: VR ≤ (6 points; 1 3 ) ≃ S 2

  10. Intuition

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  14. Intuition 3 ) ≃ � 2 S 2 Figure: VR ≤ (9 points; 1

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  22. Cyclic Graphs Definition A directed graph G is cyclic if its vertices can be placed in a cyclic order such that, whenever there is an edge v → u , then there are also edges v → w → u for all v ≺ w ≺ u . Definition For a cyclic graph G and a vertex v , define f ( v ) to be the clockwise-most point u such that there exists an edge v → u . Definition The winding fraction of a cyclic graph G is G contains an f -periodic orbit of � ω � � � wf ( G ) = sup . length k which “winds” ω times � k � around the center of G .

  23. Cyclic Graphs 4 4 5 3 0 3 0 2 2 1 1 Figure: cyclic graphs of winding fraction 1 4 (left) and 2 5 (right).

  24. Cyclic Graphs Every vertex in a cyclic graph can be classified as exactly one of fast , slow , or periodic (to be defined later). Theorem (Adamaszek, Adams, Reddy 2018) Let G be a cyclic graph with P periodic orbits and F invariant sets of fast points. Then: 2 ℓ +1 < wf ( G ) ≤ ℓ +1 ℓ If 2 ℓ +3 for some integer ℓ ≥ 0 , then Cl ( G ) ≃ S 2 ℓ +1 . 2 ℓ +1 , then Cl ( G ) ≃ � P + F − 1 S 2 ℓ . ℓ If wf ( G ) =

  25. Geometric Lemmas for Regular Polygons Question For which scale parameters r > 0 does VR ( P n ; r ) form a cyclic graph? Answer The graph VR ( P n ; r ) is cyclic up to the scale parameter shown. Remark Since r 3 = 0, we conclude that VR ( P 3 ; r ) is not a cyclic graph for any r > 0.

  26. Geometric Lemmas for Regular Polygons Definition In a cyclic graph G , an f -periodic orbit which has length 2 ℓ + 1 and which “winds” ℓ times around the center of G is called an inscribed equilateral (2 ℓ + 1)- pointed star , or simply a (2 ℓ + 1)- star .

  27. Geometric Lemmas for Regular Polygons Definition Let s n ,ℓ and t n ,ℓ be the smallest and largest scale parameters r > 0 for which a (2 ℓ + 1)-star can be inscribed into P n . Remark ℓ The winding fraction of VR ( P n ; r ) equals 2 ℓ +1 for all scales r ∈ ( s n ,ℓ , t n ,ℓ ).

  28. Geometric Lemmas for Regular Polygons Lemma For any integers ℓ ≥ 1 and n ≥ 3 , there exists a unique (2 ℓ + 1) -star inscribed in P n containing any given basepoint if and only if n ≥ 4 ℓ + 2 . Definition For ℓ ≥ 1, n ≥ 4 ℓ + 2, and x ∈ P n , denote the unique inscribed (2 ℓ + 1)-star containing x by S 2 ℓ +1 ( x ), and its side length by s 2 ℓ +1 ( x ). Lemma The function s 2 ℓ +1 : P n → R is continuous.

  29. Geometric Lemmas for Regular Polygons Figure: n = 6 and 2 ℓ + 1 = 3 Figure: n = 11 and 2 ℓ + 1 = 5

  30. Geometric Lemmas for Regular Polygons Definition Given an integer n ≥ 3 and a real r > 0, let ℓ ≥ 0 be the largest integer satisfying n ≥ 4 ℓ + 2. Then any point x ∈ P n can be classified as one of: fast , if s 2 ℓ +1 ( x ) < r slow , if s 2 ℓ +1 ( x ) > r periodic , if s 2 ℓ +1 ( x ) = r Definition The integer F , the number of invariant sets of fast points in VR ( P n ; r ), is equal to the number of connected components in s − 1 2 ℓ +1 (( −∞ , r )), divided by 2 ℓ + 1. Definition The integer P , the number of periodic orbits in VR ( P n ; r ), is equal to the cardinality of s − 1 ( { r } ), divided by 2 ℓ + 1.

  31. Geometric Lemmas for Regular Polygons Figure: n = 6 and 2 ℓ + 1 = 3

  32. Geometric Lemmas for Regular Polygons Figure: n = 7 and 2 ℓ + 1 = 3

  33. Geometric Lemmas for Regular Polygons Figure: n = 10 and 2 ℓ + 1 = 5

  34. Geometric Lemmas for Regular Polygons Figure: n = 11 and 2 ℓ + 1 = 5

  35. Geometric Lemmas for Regular Polygons Question How many distinct equilateral (2 ℓ + 1)-stars of side length r can be inscribed into P n ? Answer The number of equilateral (2 ℓ + 1)-stars of side length r that can be inscribed into P n is equal to:  n / gcd ( n , 2 ℓ + 1) if r = s n ,ℓ or t n ,ℓ   2 n / gcd ( n , 2 ℓ + 1) if s n ,ℓ < r < t n ,ℓ  0 otherwise 

  36. Main Result Theorem For r ∈ (0 , r n ) we have: �� q − 1 S 2 ℓ when s n ,ℓ < r ≤ t n , l VR < ( P n ; r ) ≃ S 2 ℓ +1 when t n ,ℓ < r ≤ s n ,ℓ +1 �� 3 q − 1 S 2 ℓ when s n ,ℓ < r < t n ,ℓ VR ≤ ( P n ; r ) ≃ S 2 ℓ +1 when t n ,ℓ < r < s n ,ℓ +1 , where q = n / gcd ( n , 2 ℓ + 1) . Furthermore, For s n ,ℓ < r < ˜ r ≤ t n ,ℓ or t n ,ℓ < r < ˜ r ≤ s n ,ℓ +1 , inclusion VR < ( P n ; r ) ֒ → VR < ( P n ; ˜ r ) is a homotopy equivalence. For t n ,ℓ < r < ˜ r < s n ,ℓ +1 , inclusion VR ≤ ( P n ; r ) ֒ → VR ≤ ( P n ; ˜ r ) is a homotopy equivalence. For s n ,ℓ ≤ r < ˜ r ≤ t n ,ℓ , inclusion VR ≤ ( P n ; r ) ֒ → VR ≤ ( P n ; ˜ r ) induces a rank q − 1 map on 2 ℓ -dimensional homology H 2 ℓ ( − ; F ) for any field F .

  37. Main Result: Example VR < ( P 15 ; r ) VR ≤ ( P 15 ; r )

  38. Future Work Finish paper and post to arXiv

  39. Thank you!

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