Dynamic balancedgraph partitioning

  • Chen Avin
  • , Marcin Bienkowski
  • , Andreas Loukas
  • , Maciej Pacut
  • , Stefan Schmid

    Research output: Contribution to journalArticlepeer-review

    13 Scopus citations

    Abstract

    This paper initiates the study of the classic balan ced graph partitioning problem from an online perspective: Given an arbitrary sequence of pairwise communication requests between n nodes, with patterns that may change over time, the objective is to service these requests efficiently by partitioning the nodes into L clusters, each of size k, such that frequently communicating nodes are located in the same cluster. The partitioning can be updated dynamically by migrating nodes between clusters. The goal is to devise online algorithms which jointly minimize the amount of intercluster communication and migration cost. The problem feat ures interesting connections to other well-known online problems. For example, scenarios with L = 2 generalize online paging, and scenarios with k = 2 constitute a novel online variant of maximum matching. We present several lower bounds and algorithms for settings both with and without cluster-size augmentation. In particular, we prove that any deterministic online algorithm has a competitive ratio of at least k, even with significant augmentation. Our main algorithmic contributions are an O(k log k)-competitive deter¬ ministic algorithm for the general setting with constant augmentation and a constant competitive algorithm for the maximum matching variant.

    Original languageEnglish
    Pages (from-to)1791-1812
    Number of pages22
    JournalSIAM Journal on Discrete Mathematics
    Volume34
    Issue number3
    DOIs
    StatePublished - 1 Jan 2020

    Keywords

    • Cloud computing
    • Clustering
    • Competitive analysis
    • Graph partitioning

    ASJC Scopus subject areas

    • General Mathematics

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