Quick Detection of Top-k Personalized PageRank Lists

@inproceedings{Avrachenkov2011QuickDO,
  title={Quick Detection of Top-k Personalized PageRank Lists},
  author={Konstantin Avrachenkov and Nelly Litvak and Danil Nemirovsky and Elena Smirnova and Marina Sokol},
  booktitle={WAW},
  year={2011}
}
We study a problem of quick detection of top-k Personalized PageRank (PPR) lists. This problem has a number of important applications such as finding local cuts in large graphs, estimation of similarity distance and person name disambiguation. We argue that two observations are important when finding top-k PPR lists. Firstly, it is crucial that we detect fast the top-k most important neighbors of a node, while the exact order in the top-k list and the exact values of PPR are by far not so… CONTINUE READING
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