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On the Chromatic Number of Some Geometric Hypergraphs. Hypergraph Coloring (definition) ... CF-chromatic number CF(H) = min #colors needed to CF-Color H ... – PowerPoint PPT presentation

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Title: Shakhar Smorodinsky


1
On the Chromatic Number of Some Geometric
Hypergraphs
Shakhar Smorodinsky Courant Institute, New-York
University (NYU)
2
Hypergraph Coloring (definition)
A Hypergraph H(V,E)
? V ? ?1,,k? is a proper coloring if no
hyperedge is monochromatic
Chromatic number ?(H) min colors needed for
proper coloring H
3
Example
R1,2,3,4, H(R) (R,E), E 1, 2, 3,
4,1,2, 2,4,2,3, 1,3, 1,2,3 2,3,4,
3,4
1
4
2
3
4
Conflict-Free Colorings
A Hypergraph H(V,E)
? V ? ?1,,k? is a Conflict-Free coloring (CF)
if every hyperedge contains some unique color
CF-chromatic number ?CF(H) min colors needed
to CF-Color H
5
Motivation for CF-colorings Frequency Assignment
in cellular networks
1
1
2
6
Goal Minimize the total number of frequencies
7
Another model radius of coverage is determined
by clients power
8
A CF-Coloring Framework for R 1. Find a proper
coloring of R
9
2. Color regions in largest color class with 1
and remove them
10
3. Recurse on remaining regions
11
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12
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13
3
4
14
3
2
2
4
15
Problem Conflict-Free Coloring of Points w.r.t
Discs
Any (non-empty) disc contains a unique color
A Coloring of pts
is Conflict Free if
4
1
3
2
4
3
3
2
1
16
What is Conflict-Free Coloring of pts w.r.t
Discs?
A Coloring of pts
1
is Conflict Free if
1
3
2
4
3
3
2
1
17
Lower bounds for CF-coloring
Lower Bound log n
Easy n points on a line
3
1
2
18
Points on a line Upper Bound (cont)
log n colors suffice (when pts colinear) Divide
Conquer
1
3
1
3
2
3
2
3
Color median with 1
Recurse on right and left Reusing colors!
19
CF-coloring pts w.r.t discs Upper Bound
f(n) minimum colors needed in worst
case Thm Even, Lotker, Ron, Smorodinsky 03
O(log n) colors suffice!
n pts
20
Proof of Upper Bound f(n) O(log n)
Consider the Delauney Graph i.e., the empty
pairs graph
n pts
It is planar. Hence, by the four color Thm ?
large independent set
21
Proof of f(n) O(log n) (cont)
  • IS? P s.t. IS ? n/4 and
  • IS is independent


Pn
1. Color IS with 1 2. Remove IS
22
Proof of f(n) O(log n) (cont)
  • IS? P s.t. IS ? n/4 and
  • IS is independent!


Pn
1.Color IS with 1 2. remove IS
3. Construct the new Delauney graph and iterate
(O(log n) times) on remaining pts
23
Proof of f(n) O(log n) (cont)
  • IS? P s.t. IS ? n/4 and
  • IS is independent!


Pn
1.Color IS with 1 2. remove IS
5
4
3. Iterate (O(log n) times) on remaining pts
3
24
Proof of f(n) O(log n) (cont)
Algorithm is correct
Consider a non-empty disc
2
maximal color is unique
5
1
1
4
3
1
2
maximal color 3
25
Proof of f(n) O(log n) (cont)
maximal color i is unique
Proof Assume i is not unique and ignore colors lt
i
i
maximal color i
26
Proof of f(n) O(log n) (cont)
maximal color i is unique
Assume i is not unique and ignore colors lt i
i
i
maximal color i
27
Proof maximal color i is unique
Consider the ith iteration
independent
i
i
i
A third point exists
28
Proof maximal color i is unique
Consider the ith iteration
Contradiction!
i
i
i
29
  • General Framework for CF-coloring a Hypergraph
    H (V,E)
  • Find a large Independent Set V in
  • Delauney graph
  • 2. Color V with i ii1
  • 3. Recurse on V\V

Works as long as the hypergraph is shrinkable
(i..e, every hyperedge contains an edge)
30
Framework doesnt work for general hypergraphs
such as
R Discs Not shrinkable
Three small discs form an independent set in the
Delaunay graph
31
New Framework for CF-coloring Summary
  • CF-coloring a finite family of regions R
  • i 0
  • While (R ? ?) do
  • i ?i1
  • Find a Proper Coloring ? of H(R) with few
    colors
  • R? largest color class of ? R ? i
  • R ? R \R

32
Framework for CF-coloring (cont)
  • i0
  • While (R ? ?) do
  • i ?i1
  • Find a Coloring ? of H(R) with few
    colors
  • R? largest color class of ? R ? i
  • R ? R \R

Framework is correct! In fact, maximal color of
any hyperedge is unique
33
Framework for CF-coloring (cont)
  • i0
  • While (R ? ?) do
  • i ?i1
  • Find a Coloring ? of H(R) with few
    colors
  • R? largest color class of ? R ? i
  • R ? R \R

Framework is correct! In fact, maximal color of
any hyperedge is unique
maximal color i
i th iteration Not monochromatic
Not discard at ith iteration
34
New Framework (cont)
  • CF-coloring a finite family of regions R
  • i 0
  • While (R ? ?) do
  • i ?i1
  • Find a Coloring ? of H(R) with few
    colors
  • R? largest color class of ? R ? i
  • R ? R \R

Key question Can we make ? use only few
colors?
35
Our Results on Proper Colorings
1. D finite family of discs. ?(H(D)) 4
(tight!) In fact, equivalent to the Four-Color
Theorem. 2. R axis-parallel rectangles.
?(H(R)) 8log R Asymptotically tight!
Pach,Tardos 05 provided matching lower
bound. 3. R Jordan regions with low union
complexity Then ?(H(R)) is small
(patience.) For example ? c s.t.
?(H(pseudo-discs)) c
36
Chromatic number of H(R) Definition Union
Complexity
1
4
2
Union complexity vertices on boundary
37
Thm R Regions s.t. any n have union complexity
bounded by u(n) then ?(H(R)) o(u(n)/n)
Example pseudo-discs
38
Coloring pseudo-discs
Thm Kedem, Livne, Pach, Sharir 86 The
complexity of the union of any n pseudo-discs is
6n-12 Hence, u(n)/n is a constant. By above
Thm, its chromatic number is O(1)
39
How about axis-parallel rectangles?
Union complexity could be quadratic !!!
40
Coloring axis-parallel rectangles
8 colors
For general case, apply divide and conquer
41
Coloring axis-parallel rectangles
Obtain Coloring with 8log n colors
For general case, apply divide and conquer
42
R Discs
R is four colorable iff the Four-Color THM
43
Summary CF-coloring
General Works for any hypergraph
  • i 0
  • While (R ? ?) do
  • i ?i1
  • Find a Coloring ? of H(R) with few
    colors
  • R? largest color class of ?
  • R ? R \R

Applied to regions with union complexity u(n)
44
Brief History
  • Even, Lotker, Ron, Smorodinsky 03
  • Any n discs can be CF-colored with O(log n)
    colors. Tight!
  • Finding optimal coloring is NP-HARD even for
    congruent discs. (approximation algorithms are
    provided)
  • For pts w.r.t discs (or homothetics), O(log n)
    colors suffice.
  • Har-Peled, Smorodinsky 03
  • Randomized framework for nice regions,
    relaxed colorings, higher dimensions,
    VC-dimension

45
Brief History (cont)
  • Alon, Smorodinsky 05 O(log3 k) colors for n
    discs s.t. each intersects at most k others.
  • (Algorithmic) Online version
  • Fiat et al., 05 pts arrive online on a line.
    CF-color w.r.t intervals. O(log2 n) colors.
  • Chen 05 Bar-Noy, Hillaris, Smorodinsky 05
    O(log n) colors w.h.p
  • Kaplan, Sharir, 05 pts arrive online in the
    plane
  • CF-color w.r.t congruent discs. O(log3 n) colors
    w.h.p
  • Chen 05 CF-color w.r.t congruent discs.
  • O(log n) colors w.h.p

46
THANK YOU WAKE UP!!!
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