An Improved Apriori Algorithm for Association Rules of Mining

被引:6
|
作者
Wei Yong-qing [1 ]
Yang Ren-hua [2 ]
Liu Pei-yu [2 ]
机构
[1] Shandong Police Coll, Jinan 250014, Peoples R China
[2] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250014, Peoples R China
来源
2009 IEEE INTERNATIONAL SYMPOSIUM ON IT IN MEDICINE & EDUCATION, VOLS 1 AND 2, PROCEEDINGS | 2009年
基金
中国国家自然科学基金;
关键词
D O I
10.1109/ITIME.2009.5236211
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Apriori -the classical association rules mining algorithm is a way to find out certain potential, regular knowledge from the massive ones. But there are two more serious defects in the data mining process. The first needs many times to scan the business database and the second will inevitably produce a large number of irrelevant candidate sets which seriously occupy the system resources. An improved method is introduced on the basic of the defects above. The improved algorithm only scans the database once, at the same time the discrete data and statistics related are completed, and the final one is to prune the candidate item sets according to the minimum supporting degree and the character of the frequent item sets. After analysis, the improved algorithm reduces the system resources occupied and improves the efficiency and quality.
引用
收藏
页码:942 / +
页数:2
相关论文
共 50 条
  • [41] An Algorithm for Mining Association Rules Based on Improved Genetic Algorithm and its Application
    Guo, Hong
    Zhou, Ya
    THIRD INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING, 2009, : 117 - 120
  • [42] An Improved Apriori Algorithm for Association Mining Between Physical Fitness Indices of College Students
    Pan, Tao
    INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2021, 16 (09) : 235 - 246
  • [43] A Rough-Apriori Technique in Mining Linguistic Association Rules
    Choo, Yun-Huoy
    Abu Bakar, Azuraliza
    Hamdan, Abdul Razak
    ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS, 2008, 5139 : 548 - 555
  • [44] Association rules mining algorithm using sharing mechanism niche leaping ant colony based on apriori algorithm
    Wang, Yang
    Xu, Yakun
    Li, Gang
    Wang, Hongliang
    Journal of Computational and Theoretical Nanoscience, 2015, 12 (10) : 3223 - 3231
  • [45] Association rules mining algorithm
    Bhowmik, R
    Proceedings of the ISCA 20th International Conference on Computers and Their Applications, 2005, : 86 - 90
  • [46] An Improved Association Rule Mining Technique for Xml Data Using Xquery and Apriori Algorithm
    Porkodi, R.
    Bhuvaneswari, V.
    Rajesh, R.
    Amudha, T.
    2009 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE, VOLS 1-3, 2009, : 1510 - 1514
  • [47] Two revised algorithms based on Apriori for mining association rules
    Ma, Wei-Min
    Liu, Zhu-Ping
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 350 - +
  • [48] A method of improvement and optimization on association rules apriori algorithm
    Gao, Jie
    Li, Shaojun
    Qian, Feng
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 5901 - +
  • [49] Mining Web Access Sequence With Improved Apriori Algorithm
    Yang, Jun
    Huang, Haoxiang
    Jin, Xiaohui
    2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING (CSE) AND IEEE/IFIP INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (EUC), VOL 1, 2017, : 780 - 784
  • [50] DM Data Mining Based on Improved Apriori Algorithm
    Wang, Yongping
    Jin, Yanfeng
    Li, Ying
    Geng, Keming
    INFORMATION COMPUTING AND APPLICATIONS, ICICA 2013, PT II, 2013, 392 : 354 - 363