Data mining association rule algorithm based on Hadoop

被引:1
|
作者
Huang Suyu [1 ]
机构
[1] Wuhan Donghu Univ, Dept Comp, Wuhan, Peoples R China
关键词
Hadoop; task scheduling; heterogeneous environment; data locality;
D O I
10.1109/ICICTA.2015.94
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a kind of speculated task scheduling based on data locality, aimed on the current not high optimization of task scheduling algorithm on Hadoop platform. This algorithm combined the local features of data at different nodes, through the length proportion of Map and Reduce task on computing nodes, adopts more accurate task scheduling detection mode than current algorithm to find out fast or slow node, and backup for backward task with longest remaining start time at fast node, use mobile computing instead of mobile data. It conducts experiment in Hadoop environment, the result demonstrates that this algorithm has shorten the task average operation time than current algorithm, while speed up the task execution efficiency.
引用
收藏
页码:349 / 352
页数:4
相关论文
共 50 条
  • [21] Research and Application of a Multidimensional Association Rules Mining Algorithm Based on Hadoop
    Guo Hong
    Guo Nan
    19TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2021), 2021, : 636 - 643
  • [22] An Improved Association Rules Mining Algorithm Based on Power Set and Hadoop
    Mao, Weijun
    Guo, Weibin
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CLOUD COMPUTING COMPANION (ISCC-C), 2014, : 236 - 241
  • [23] AClass: Classification algorithm based on association rule mining
    Computational Science and Engineering Department, Istanbul Technical University , Maslak 34469, Turkey
    WSEAS Trans. Inf. Sci. Appl., 2006, 3 (570-575):
  • [24] Association rule mining algorithm based on Privacy preserving
    Sun Wei
    Wang Yonggui
    2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 4, 2010, : 140 - 143
  • [25] A TSP based algorithm for mining fuzzy association rule
    Qiang, Yu
    Hu Yunfa
    Li, Xu
    CHINESE JOURNAL OF ELECTRONICS, 2008, 17 (01): : 127 - 129
  • [27] Association Rule Mining Algorithm Based on Matching Array
    Li, Liangjun
    Zhang, Jionghui
    Che, Yuanyuan
    2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 384 - 387
  • [28] An association rule hiding algorithm for privacy preserving data mining
    Srinivasa Rao, K.
    Mandhala, Venkata Naresh
    Bhattacharyya, Debnath
    Kim, Tai-Hoon
    International Journal of Control and Automation, 2014, 7 (10): : 393 - 404
  • [29] Apriori Algorithm for Association Rule Mining in High Dimensional Data
    Harikumar, Sandhya
    Dilipkumar, Divya Usha
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON DATA SCIENCE & ENGINEERING (ICDSE), 2016, : 115 - 120
  • [30] Neutrosophic Association Rule Mining Algorithm for Big Data Analysis
    Abdel-Basset, Mohamed
    Mohamed, Mai
    Smarandache, Florentin
    Chang, Victor
    SYMMETRY-BASEL, 2018, 10 (04):