Fully Dynamic k-Clustering in Õ(k) Update Time
Sayan Bhattacharya, Martín Costa, Silvio Lattanzi, Nikos Parotsidis
2023年份
10被引次数
8顶会引用
摘要
We present a O(1)-approximate fully dynamic algorithm for the k-median and kmeans problems on metric spaces with amortized update time Õ(k) and worst-case query time Õ(k 2 ). We complement our theoretical analysis with the first in-depth experimental study for the dynamic k-median problem on general metrics, focusing on comparing our dynamic algorithm to the current state-of-the-art by Henzinger and Kale [20] . Finally, we also provide a lower bound for dynamic k-median which shows that any O(1)-approximate algorithm with Õ(poly(k)) query time must have Ω(k) amortized update time, even in the incremental setting.
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引用它的顶会 Paper8
- Fully Dynamic k-Median with Near-Optimal Update Time and RecourseSayan Bhattacharya, Martín Costa, Ermiya FarokhnejadSTOC 2025 · 被引用 9 次
- Dynamic Facility Location in High Dimensional Euclidean SpacesSayan Bhattacharya, Gramoz Goranci, Shaofeng H.-C. Jiang, Yi Qian 等ICML 2024 · 被引用 3 次
- Dynamic Consistent k-Center Clustering with Optimal RecourseSebastian Forster, Antonis SkarlatosSODA 2025 · 被引用 2 次
- Fully Dynamic k-Clustering with Fast Update Time and Small RecourseSayan Bhattacharya, Martín Costa, Naveen Garg, Silvio Lattanzi 等FOCS 2024 · 被引用 1 次
- A Beyond-Worst-Case Analysis of Greedy k-means++Qingyun Chen, Sungjin Im, Benjamin Moseley, Ryan Milstrey 等NeurIPS 2025
它引用的顶会 Paper6
- Coresets for clustering in Euclidean spaces: importance sampling is nearly optimalLingxiao Huang, Nisheeth K. VishnoiSTOC 2020 · 被引用 36 次
- Sliding Window Algorithms for k-Clustering ProblemsMichele Borassi, Alessandro Epasto, Silvio Lattanzi, Sergei Vassilvitskii 等NeurIPS 2020 · 被引用 35 次
- The Power of Uniform Sampling for CoresetsVladimir Braverman, Vincent Cohen-Addad, Shaofeng H.-C. Jiang, Robert Krauthgamer 等FOCS 2022 · 被引用 20 次
- Efficient and Stable Fully Dynamic Facility LocationSayan Bhattacharya, Silvio Lattanzi, Nikos ParotsidisNeurIPS 2022 · 被引用 13 次
- Optimal Fully Dynamic k-Center Clustering for Adaptive and Oblivious AdversariesMohammadHossein Bateni, Hossein Esfandiari, Hendrik Fichtenberger, Monika Henzinger 等SODA 2023 · 被引用 11 次
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