Balls into Bins via Local Search

被引:0
|
作者
Bogdan, Paul [1 ]
Sauerwald, Thomas [2 ,3 ]
Stauffer, Alexandre [2 ,4 ]
Sun, He [2 ,5 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
[2] Max Planck Inst Informat, Saarbrucken, Germany
[3] Univ Saarland, Cluster Excellence Multimodal Comp & Interact, Saarbrucken, Germany
[4] Microsoft Res, Redmond, WA USA
[5] Fudan Univ, Inst Modern Math & Phys, Shanghai, Peoples R China
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中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We propose a natural process for allocating n balls into n bins that are organized as the vertices of an undirected graph G. Each ball first chooses a vertex u in G uniformly at random. Then the ball performs a local search in G starting from u until it reaches a vertex with local minimum load, where the ball is finally placed on. In our main result, we prove that this process yields a maximum load of only Phi(log log n) on expander graphs. In addition, we show that for d-dimensional grids the maximum load is Theta((log n/log log n)1/d+1). Finally, for almost regular graphs with minimum degree Omega(log n), we prove that the maximum load is constant and also reveal a fundamental difference between random and arbitrary tie-breaking rules.
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页码:16 / 34
页数:19
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