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Advanced Coarsening Schemes for Graph Partitioning - Ilya ... - KIT

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Algebraic Distance<br />

Relaxation Process<br />

Goal: distinguish local and non-local edges<br />

∀ i ∈ V : x i := rand()<br />

Do k times<br />

∀ i ∈ V : x k<br />

i := (1 − α)x k−1<br />

i<br />

7 <strong>Ilya</strong> Safro, Peter Sanders, Christian Schulz:<br />

<strong>Advanced</strong> <strong>Coarsening</strong> <strong>Schemes</strong> <strong>for</strong> <strong>Graph</strong> Partititoning<br />

+ α ∑j ωijx k−1<br />

j / ∑ij ωij Conjecture<br />

If |x k<br />

i − xk<br />

j | > |xk u − xk v | then the local connectivity between u and v is<br />

stronger than that between i and j.<br />

Department of In<strong>for</strong>matics<br />

Institute <strong>for</strong> Theoretical Computer Science, Algorithmics II<br />

40<br />

20

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