Research on Improved Apriori Algorithm Based on Coding and MapReduce

被引：12
|
作者：
Guo, Jian [1 ]
Ren, Yong-gong [1 ]
机构：
[1] Liaoning Normal Univ, Sch Comp & Informat Technol, Dalian, Peoples R China
来源：
2013 10TH WEB INFORMATION SYSTEM AND APPLICATION CONFERENCE (WISA 2013) | 2013年
关键词：
cloud computing; Hadoop; Hbase; Apriori algorithm; book sales;
D O I：
10.1109/WISA.2013.62
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Based on the column-oriented database called Hbase, by using a distributed file system HDFS in Hadoop as the underlying storage system, and utilizing Map/Reduce data programming model as a distributed data processing engine, this paper proposes an improved Apriori algorithm based on coding and Map/Reduce (CMR-Apriori) which is able to process data in distributed cloud computing environment and is applicable in book sales system. Results of this study demonstrate that the system is capable of realizing various functions such as fast-analysis, low redundancy, and exhibiting good performance in terms of interactivity, scalability and high reliability.
引用
收藏
页码：294 / 299
页数：6
相关论文
共 50 条
  • [21] Research on Data Association Rules Mining Method Based on Improved Apriori Algorithm
    Cong, Yi
    [J]. 2020 INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2020), 2020, : 373 - 376
  • [22] Research and Application of Improved Apriori Algorithm to Electronic Commerce
    Yang, Shuo
    [J]. 2012 11TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING & SCIENCE (DCABES), 2012, : 227 - 231
  • [23] The research of improved apriori algorithm for mining association rules
    Chai, Sheng
    Yang, Ma
    Cheng, Yang
    [J]. 2007 INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT, VOLS 1-3, 2007, : 519 - +
  • [24] Research on Audit Log Association Rule Mining Based on Improved Apriori Algorithm
    Cheng, Maocai
    Xu, Kaiyong
    Gong, Xuerong
    [J]. PROCEEDINGS OF 2016 IEEE INTERNATIONAL CONFERENCE ON BIG DATA ANALYSIS (ICBDA), 2016, : 11 - 17
  • [25] Analysis and Research of Psychological Crisis Behavior Model Based on Improved Apriori Algorithm
    Yan, Yiping
    [J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2024,
  • [26] Applied Research of an improved Apriori algorithm in the logistics industry
    Li, Jufang
    Tang, Yuan
    Xiao, Xiao
    Gao, Yu
    [J]. PROCEEDINGS OF THE 2016 5TH INTERNATIONAL CONFERENCE ON MEASUREMENT, INSTRUMENTATION AND AUTOMATION (ICMIA 2016), 2016, 138 : 356 - 360
  • [27] The research of improved association rules mining Apriori algorithm
    Liu, XW
    He, PL
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 1577 - 1579
  • [28] An improved Apriori algorithm based on Transactional Granule
    Ju Xiao
    Wang Dongfang
    He Jiancang
    [J]. 2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2016, : 1044 - 1046
  • [29] An Improved Apriori Algorithm
    Gu, Jianlong
    Wang, Baojin
    Zhang, Fengyu
    Wang, Weiming
    Gao, Ming
    [J]. APPLIED INFORMATICS AND COMMUNICATION, PT I, 2011, 224 : 127 - +
  • [30] Improved Apriori algorithm based on Selection Criterion
    Vaithiyanathan, V.
    Rajeswari, K.
    Phalnikar, Rashmi
    Tonge, Swati
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2012, : 185 - 188
12345