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The Online Track Assignment Problem Marc Demange, ESSEC Benjamin Leroy-Beaulieu, EPFL Gabriele di Stefano, L’Aquilla Marc Demange, ESSEC Benjamin Leroy-Beaulieu, EPFL Gabriele di Stefano, L’Aquilla
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Outline The motivation The handled problems Online bounded coloring of permutation graphs Online coloring of overlap graphs
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 3 ARRIVALDEPARTURE A6 p.m6 a.m B7 p.m1 a.m C8 p.m4 a.m D9 p.m5 a.m E10 p.m2 a.m F11 p.m3 a.m ABC C D ? 123456232221201918 B C D E F A Motivation
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 4 Motivation (II) Time Overlap Graph A C B E D ABCDE
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 5 A particular case 123456232221201918 5 4 3 2 1 6 Midnight condition 52143 6 Permutation graph 1 2 3 4 5 6
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 6 P = [5 2 1 4 3 6 ] 123456232221201918 5 4 3 2 1 6 P = [5 2 1 4 3 6 ] 5 4 3 2 1 6 52143 6 A particular case
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 7 Motivation (III) b Resources are scarce Bounded Coloring Number of docks is limited Upper Bound on : k Bounded case
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 8 The related coloring problems On permutation graphs (midnight condition) Unbounded: polynomial Bounded: NP-hard (Jansen 98) For fixed b and k, polynomial in k-colorable permutation graphs [ Leroy-Beaulieu - MD, 2007], ongoing work On overlap graphs Unbounded case: NP-hard for (Unger) On permutation graphs (midnight condition) Unbounded: polynomial Bounded: NP-hard (Jansen 98) For fixed b and k, polynomial in k-colorable permutation graphs [ Leroy-Beaulieu - MD, 2007], ongoing work On overlap graphs Unbounded case: NP-hard for (Unger)
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 9 Online Coloring Vertices are delivered one by one. Left to right model general model At each delivery, decide for a color. Performance measure: competitive ratio c. Vertices are delivered one by one. Left to right model general model At each delivery, decide for a color. Performance measure: competitive ratio c.
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 10 Permutation graphs: unbounded case (Online Coloring) – general model First-Fit (Permutation bipartite): Upper Bound (Comparability): First-Fit (Permutation bipartite): Upper Bound (Comparability): [ Leroy-Beaulieu - MD, 2006]
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 11 Permutation graphs bounded case + left to right b-First Fit: first fit with the bounded condition In fact a reduction preserving competitive ratio: if the unbounded case is - competitive, then the bounded case is - competitive b-First Fit is an optimal online algorithm guaranteeing a competitive ratio If and b are bounded by a fixed constant, then it gives an asymptotic competitive schema.
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 12 Lemma: Consider G=(V,E). Let V’ be the vertices colored with unsaturated colors, and G’ be the subgraph induced by V’. Then Proof: Two vertices of V’ have the same color in bFF(G) iff they have the same color in FF(G’). Permutation graphs bounded case + left to right (II)
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 13 Permutation graphs bounded case + left to right (III)
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 14 2D-representation Arrival Departure
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 15 Permutation graphs bounded case + left to right (IV)
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 16 2 1 Permutation graphs bounded case + left to right Lower bound of every algorithm
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 17 [Bouille, Plumettaz, 2006] Permutation graphs bounded case + general model
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 18 Overlap graphs unbounded case + left to right First Fit: For any online algorithm and any K, it is possible to force K colors on a bipartite overlap graph revealed from left to right, so it is not possible to guarantee a constant competitive ratio
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 19 All other intervals are included in the grey area k Overlap graphs unbounded case + left to right (II) Schech of proof: It is possible to force k colors on a stable set like this:
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 20 Overlap graphs unbounded case + left to right (III) How to force 2 colors:
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 21 Overlap graphs unbounded case + left to right (IV) k colors k+1 colors are forced
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 22 Overlap graphs unbounded case + left to right + bounded length There is an online algorithm guaranteeing colors, where L (l) is the maximum (minimum) length l(t) new set of colors After using different sets of colors, we can use the first one again
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 23 Overlap graphs unbounded case + left to right + bounded length This algorithm can be improved in order to guarantee a competitive ratio of:
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Demange, di Stefano, Leroy-Beaulieu: Online Bounded Coloring 24 Model Algo Lower Bound Upper Bound Lower Bound Upper Bound Permutation graphs (bounded) Overlap Graphs (unbounded) ? ? Non constant Left-to-RightGeneral FFAnyFFAny Conclusion ? ? ? Non constant
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