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On the Average Complexity of the k -Level EuroCG 2020, W urzburg Raphael Steiner joint work with Man-Kwun Chiu, Stefan Felsner, Manfred Scheucher, Patrick Schnider and Pavel Valtr Institute of Mathematics, TU Berlin March 16-18, 2020 k


  1. On the Average Complexity of the k -Level EuroCG 2020, W¨ urzburg Raphael Steiner joint work with Man-Kwun Chiu, Stefan Felsner, Manfred Scheucher, Patrick Schnider and Pavel Valtr Institute of Mathematics, TU Berlin March 16-18, 2020

  2. k -Levels in Line-Arrangements 0-Level BOTTOM CELL

  3. k -Levels in Line-Arrangements 0-Level BOTTOM CELL

  4. k -Levels in Line-Arrangements 0-Level BOTTOM CELL

  5. k -Levels in Line-Arrangements 0-Level 1-Level BOTTOM CELL

  6. k -Levels in Line-Arrangements 0-Level 2-Level 1-Level BOTTOM CELL

  7. k -Levels in Line-Arrangements 0-Level 2-Level 1-Level 3-Level BOTTOM CELL

  8. Motivation: k -Sets in Planar Point Sets

  9. Motivation: k -Sets in Planar Point Sets

  10. Motivation: k -Sets in Planar Point Sets 3-set

  11. Motivation: k -Sets in Planar Point Sets 3-set

  12. Motivation: k -Sets in Planar Point Sets 3-set

  13. Bounds on the Size of the k -Level

  14. Bounds on the Size of the k -Level g k ( n ): MAX number k -sets in set of n points. f k ( n ): MAX size k -level in arrangement of n lines.

  15. Bounds on the Size of the k -Level g k ( n ): MAX number k -sets in set of n points. f k ( n ): MAX size k -level in arrangement of n lines. Proposition f k ( n ) ≤ g k ( n ) ≤ 2 f k ( n ) .

  16. Bounds on the Size of the k -Level g k ( n ): MAX number k -sets in set of n points. f k ( n ): MAX size k -level in arrangement of n lines. Proposition f k ( n ) ≤ g k ( n ) ≤ 2 f k ( n ) . Theorem (Dey, 1998) f k ( n ) = O ( n ( k + 1) 1 / 3 ) .

  17. Bounds on the Size of the k -Level g k ( n ): MAX number k -sets in set of n points. f k ( n ): MAX size k -level in arrangement of n lines. Proposition f k ( n ) ≤ g k ( n ) ≤ 2 f k ( n ) . Theorem (Dey, 1998) f k ( n ) = O ( n ( k + 1) 1 / 3 ) . Theorem (Nivasch, 2008) f k ( n ) = n 2 Ω( √ log k ) . What is the ’usual’ complexity of the k -level?

  18. Setting: k -Levels on the Sphere

  19. Setting: k -Levels on the Sphere

  20. Setting: k -Levels on the Sphere

  21. Setting: k -Levels on the Sphere

  22. Setting: k -Levels on the Sphere

  23. Averaging over all possible choices of cells Theorem (CFSSSV ’19) If C is an arrangement of n great-circles, then the expected size of the k-level with respect to a random cell is O ( k 2 ) .

  24. Averaging over all possible choices of cells Theorem (CFSSSV ’19) If C is an arrangement of n great-circles, then the expected size of the k-level with respect to a random cell is O ( k 2 ) . ◮ Independent of n ! ◮ Improves over worst-case bound for k ≪ n 3 / 5

  25. Proof (Sketch)

  26. Proof (Sketch) ◮ Idea: Count pairs ( F , v ) with dist( F , v ) = k .

  27. Proof (Sketch) ◮ Idea: Count pairs ( F , v ) with dist( F , v ) = k . ◮ � C cell # { v : dist( F , v ) = k } f k ( C ) = � n � 2 + 2 2

  28. Proof (Sketch) ◮ Idea: Count pairs ( F , v ) with dist( F , v ) = k . ◮ � C cell # { v : dist( F , v ) = k } f k ( C ) = � n � 2 + 2 2 Goal: Show bound O ( k 2 n 2 ) on number of pairs

  29. Counting pairs for a fixed hemisphere

  30. Counting pairs for a fixed hemisphere

  31. Counting pairs for a fixed hemisphere and vertex v C C + C −

  32. Counting pairs for a fixed hemisphere and vertex 3 v C C + C −

  33. Counting pairs for a fixed hemisphere and vertex 4 v C C + C −

  34. Counting pairs for a fixed hemisphere and vertex 5 v C C + C −

  35. Counting pairs for a fixed hemisphere and vertex 5 4 4 5 3 4 5 4 v 4 3 3 4 3 4 4 3 Lemma The number of k-regions on C is O ( k ) .

  36. Conclusion of the Proof ◮ For fixed C : O ( k ) · # { v : dist( v , C ) = k − 1 }

  37. Conclusion of the Proof ◮ For fixed C : O ( k ) · # { v : dist( v , C ) = k − 1 } ◮ Generalized Zone Theorem: # { v : dist( v , C ) = k − 1 } = O ( kn ) .

  38. Conclusion of the Proof ◮ For fixed C : O ( k ) · # { v : dist( v , C ) = k − 1 } ◮ Generalized Zone Theorem: # { v : dist( v , C ) = k − 1 } = O ( kn ) . ◮ # { ( F , v ) : dist( F , v ) = k , F touches C } = O ( k ) · O ( kn ) = O ( k 2 n ) .

  39. Conclusion of the Proof ◮ For fixed C : O ( k ) · # { v : dist( v , C ) = k − 1 } ◮ Generalized Zone Theorem: # { v : dist( v , C ) = k − 1 } = O ( kn ) . ◮ # { ( F , v ) : dist( F , v ) = k , F touches C } = O ( k ) · O ( kn ) = O ( k 2 n ) . ◮ Number of pairs ( F , v ) at distance k is O ( k 2 n ) · n = O ( k 2 n 2 ).

  40. Sampling great-circle arrangements on S 2 Theorem (CFSSSV ’19) In an arrangement of n great circles chosen uniformly at random from S 2 , the expected size of the k-level is Θ( k ) .

  41. Sampling great-circle arrangements on S 2 Theorem (CFSSSV ’19) In an arrangement of n great circles chosen uniformly at random from S 2 , the expected size of the k-level is Θ( k ) . Theorem (CFSSSV ’19) In an arrangement of n great ( d − 1) -spheres chosen uniformly at random from S d , the expected size of the k-level is Θ( k d − 1 ) .

  42. Sampling great-circle arrangements on S 2 Theorem (CFSSSV ’19) In an arrangement of n great circles chosen uniformly at random from S 2 , the expected size of the k-level is Θ( k ) . Theorem (CFSSSV ’19) In an arrangement of n great ( d − 1) -spheres chosen uniformly at random from S d , the expected size of the k-level is Θ( k d − 1 ) . Problem Is the expected complexity of the k-level for a random cell in an arrangement of great-circles Θ( k ) ?

  43. The End Thank you for your attention.

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