Large-Scale Automatic K-Means Clustering for Heterogeneous Many-Core Supercomputer.

IEEE Transactions on Parallel and Distributed Systems(2020)

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摘要
This article presents an automatic k-means clustering solution targeting the Sunway TaihuLight supercomputer. We first introduce a multilevel parallel partition approach that not only partitions by dataflow and centroid, but also by dimension, which unlocks the potential of the hierarchical parallelism in the heterogeneous many-core processor and the system architecture of the supercomputer. The p...
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关键词
Supercomputers,Task analysis,Clustering algorithms,Parallel processing,Partitioning algorithms,Scalability,Graphics processing units
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