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A Communication Efficient Parallel DBSCAN Algorithm based on Parameter Server

Published • Nov 6, 2017
NobleIDNI4P59W04R86S11
Authors:
Hu Xu
,
Jun Huang
,
Minghui Qiu

Abstract

Recent benchmark studies show that MPI-based distributed implementations of DBSCAN, e.g., PDSDBSCAN, outperform other implementations such as apache Spark etc. However, the communication cost of MPI DBSCAN increases drastically with the number of processors, which makes it inefficient for large scal...

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