A MapReduce algorithm for minimum vertex cover problems and its randomization

被引:0
|
作者
Nakamura M. [1 ]
Kinjo D. [1 ]
Yoshida T. [1 ]
机构
[1] Faculty of Engineering, University of the Ryukyus, Okinawa
关键词
Algorithm design; Hadoop; MapReduce; Minimum vertex cover; Optimization; Randomized algorithm;
D O I
10.31577/CAI_2020_5_952
中图分类号
学科分类号
摘要
MapReduce is a programming paradigm for large-scale distributed information processing. This paper proposes a MapReduce algorithm for the minimum vertex cover problem, which is known to be NP-hard. The MapReduce algorithm can efficiently obtain a minimal vertex cover in a small number of rounds. We show the effectiveness of the algorithm through experimental evaluation and compari- son with exact and approximate algorithms which demonstrates a high quality in a small number of MapReduce rounds. We also confirm from experimentation that the algorithm has good scalability allowing high-quality solutions under restricted computation times due to increased graph size. Moreover, we extend our algorithm to randomized one to obtain a good expected approximate ratio. © 2021 Slovak Academy of Sciences. All rights reserved.
引用
收藏
页码:952 / 972
页数:20
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