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Research map / Graph learning / Graph algorithms and clustering

A Little Charity Guarantees Fair Connected Graph Partitioning

AAAI 2022 · Graph learning › Graph algorithms and clustering · approach: Graph comparison and random features · 12 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Allow up to n − 1 node exclusionsConnected graph partitioning among n agents · General connected graphsbalancedness: 2Helped
Allow up to n − 1 node exclusionsConnected graph partitioning among n agents · General connected graphsproportionality: 2 − 1/nHelped
Use Algorithm 1 for two agents with at most one excluded nodeConnected graph partitioning · n = 2balancedness: 2Helped
Use Algorithm 1 for two agents with at most one excluded nodeConnected graph partitioning · n = 2proportionality: 1.5Helped
Use a polynomial-time construction with at most two exclusionsConnected graph partitioning · n = 3balancedness: 2Helped
Use a polynomial-time construction with at most two exclusionsConnected graph partitioning · n = 3proportionality: 5/3Helped
Use Algorithm 2 to recursively split the largest current partConnected graph partitioning · n ≥ 2, m ≥ n · (n − 1)proportionality: 3-proportionalityHelped
Use Algorithm 3 with target sizes adjusted to prior part sizesConnected graph partitioning · n ≥ 2, m ≥ 2n − 1proportionality: 2-proportionalityHelped
Convert a connected balanced tree edge-partition into a node partitionConnected graph partitioning · n ≥ 2, m ≥ 4n2balancedness: (2+8n2/m)Helped
Allow one node exclusionConnected graph partitioning · n ≥ 2proportionality: O(n)Helped
Require fewer than n − 1 exclusionsConnected graph partitioning · n ≥ 2balancedness: 3 − ϵHurt

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