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Eigenvalues and geometric representations of graphs László Lovász Microsoft Research One Microsoft Way, Redmond, WA 98052 lovasz@microsoft.com
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Every planar graph can be drawn in the plane with straight edges Fáry-Wagner planar graph
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Steinitz 1922 Every 3-connected planar graph is the skeleton of a convex 3-polytope. 3-connected planar graph
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Rubber bands and planarity Every 3-connected planar graph can be drawn with straight edges and convex faces. Tutte (1963)
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Rubber bands and planarity outer face fixed to convex polygon edges replaced by rubber bands Energy: Equilibrium: Demo
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G 3-connected planar rubber band embedding is planar Tutte (Easily) polynomial time computable Maxwell-Cremona Lifts to Steinitz representation if outer face is a triangle
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If the outer face is a triangle, then the Tutte representation is a projection of a Steinitz representation. If the outer face is a not a triangle, then go to the polar. F F’ p’ p
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G: arbitrary graph A,B V, | A |=| B |= 3 A: triangle edges: rubber bands Energy: Equilibrium: Rubber bands and connectivity
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()() For almost all choices of edge strengths: B noncollinear 3 disjoint ( A,B )-paths Linial-L- Wigderson cutset
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For almost all choices of edge strengths: B affine indep k disjoint ( A,B )-paths Linial-L- Wigderson ()() strengthen
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edges strength s.t. B is independent for a.a. edge strength, B is independent no algebraic relation between edge strength
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The maximum cut problem maximize Applications: optimization, statistical mechanics…
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Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations? C
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C Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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NP-hard with 6% error Hastad Polynomial with 12% error Goemans-Williamson Easy with 50% error Erdős Bad news: Max Cut is NP-hard Approximations?
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How to find the minimum energy position? dim=1: Min E = 4·Max Cut Min E 4·Max Cut in any dim dim=2: probably hard dim= n : Polynomial time solvable! semidefinite optimization spring (repulsive) Energy:
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random hyperplane Expected number of edges cut: Probability of edge ij cut: minimum energy in n dimension
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Stresses of tensegrity frameworks bars struts cables x y Equilibrium:
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There is no non-zero stress on the edges of a convex polytope Cauchy Every simplicial 3-polytope is rigid.
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If the edges of a planar graph are colored red and bule, then (at least 2) nodes where the colors are consecutive.
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3 1 4 5 3 9 10 9 2 2 2 3 3
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Every triangulation of a quadrilateral can be represented by a square tiling of a rectangle. Schramm
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Coin representation Every planar graph can be represented by touching circles Koebe (1936) Discrete Riemann Mapping Theorem
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Representation by orthogonal circles A planar triangulation can be represented by orthogonal circles no separating 3- or 4-cycles Andre’ev Thurston
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Polyhedral version Andre’ev Every 3-connected planar graph is the skeleton of a convex polytope such that every edge touches the unit sphere
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From polyhedra to circles horizon
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From polyhedra to representation of the dual
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