Approximation Schemes for Capacitated Clustering in Doubling Metrics
Vincent Cohen-Addad
摘要
We consider the classic uniform capacitated k-median and uniform capacitated k-means problems in bounded doubling metrics. We provide the first QPTAS for both problems and the first PTAS for the k-median version for points in ℝ2. This is the first improvement over the bicriteria QPTAS for capacitated k-median in low-dimensional Euclidean space of Arora, Raghavan, Rao [STOC 1998] (1 + ε-approximation, 1 + ε-capacity violation) and arguably the first polynomial-time approximation algorithm for a non-trivial metric. Our result relies on a new structural proposition that applies to any metric space and that may be of interest for developping approximation algorithms for the problem in other metric spaces, such as for example planar or minor-free metrics.
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- Parameterized Approximation Schemes for Clustering with General Norm ObjectivesFateme Abbasi, Sandip Banerjee, Jaroslaw Byrka, Parinya Chalermsook 等FOCS 2023 · 被引用 8 次
- Near-Linear Time Approximation Algorithms for k-means with OutliersJunyu Huang, Qilong Feng, Ziyun Huang, Jinhui Xu 等ICML 2024 · 被引用 5 次
- Planar and Minor-Free Metrics Embed into Metrics of Polylogarithmic Treewidth with Expected Multiplicative Distortion Arbitrarily Close to 1Vincent Cohen-Addad, Hung Le, Marcin Pilipczuk, Michal PilipczukFOCS 2023 · 被引用 5 次
- Approximation Schemes for Subset TSP and Steiner Tree on Geometric Intersection GraphsSándor Kisfaludi-Bak, Dániel MarxSTOC 2026
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