Communication Efficient Algorithms for Top-k Selection Problems
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Tagung:
IPDPS'16
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Tagungsort:
Chicago, USA
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Datum:
23.-27.05.2016
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Jahr:
2016
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Abstract
We present scalable parallel algorithms with sublinear per-processor communication volume and low latency for several fundamental problems related to finding the most relevant elements in a set, for various notions of relevance: We begin with the classical selection problem with unsorted input. We present generalizations with sorted inputs, dynamic content (bulk-parallel priority queues), and multiple criteria. Then we move on to finding frequent objects and top-k sum aggregation.