Privacy Parallel Algorithm for Mining Association Rules and Its Application in HRM

被引：1
|
作者：
Zhang, XuePing [1 ,2 ]
Zhu, YanXia [1 ]
Hua, Nan [3 ]
机构：
[1] Henan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Peoples R China
[2] Minist Educ, Key Lab Spatial Data Mining & Informat Sharing, Fuzhou 350002, Peoples R China
[3] Zhengzhou SuperHW Network Technol Co Ltd, Technol Dept, Zhengzhou 450000, Peoples R China
来源：
SECOND INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 2, PROCEEDINGS | 2009年
基金：
美国国家科学基金会;
关键词：
parallel data mining; rules mining; FP-tree; privacy preserving; Hash assignment strategy;
D O I：
10.1109/ISCID.2009.220
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Parallel association rules mining has been improved the efficiency of data mining, and meanwhile concerned with the privacy preserving problem. A simple and effective method of parallel association rules mining which based on privacy protection----Parallel Association Rules Mining Algorithm with Privacy preserving(PARMA-P) has been introduced in this paper; It could achieve effective concealment of frequent item-set and then the association rules by the means of using imported Hash assignment strategy in frequent item sets of FP sub tree could be protected. It has been used in HRM of an enterprise and experiments show that the algorithm can be simple and effective in protection of data privacy.
引用
收藏
页码：296 / +
页数：2
相关论文
共 50 条
  • [21] Association rules and deep learning for cryptographic algorithm in privacy preserving data mining
    N. Rajesh
    A. Arul Lawrence Selvakumar
    Cluster Computing, 2019, 22 : 119 - 131
  • [22] Data Mining for Privacy Preserving Association Rules Based on Improved MASK Algorithm
    Lou, Haoliang
    Ma, Yunlong
    Zhang, Feng
    Liu, Min
    Shen, Weiming
    PROCEEDINGS OF THE 2014 IEEE 18TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), 2014, : 265 - 270
  • [23] Association rules and deep learning for cryptographic algorithm in privacy preserving data mining
    Rajesh, N.
    Selvakumar, A. Arul Lawrence
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 1): : 119 - 131
  • [24] Association rules mining algorithm
    Bhowmik, R
    Proceedings of the ISCA 20th International Conference on Computers and Their Applications, 2005, : 86 - 90
  • [25] RESEARCH AND APPLICATION OF ALGORITHM FOR MINING POSITIVE AND NEGATIVE ASSOCIATION RULES
    Peng, Xushan
    Wu, Yanyan
    INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE & TECHNOLOGY, PROCEEDINGS, 2009, : 438 - 440
  • [26] Parallel association rules incremental mining algorithm based on information entropy and genetic algorithm
    Mao Y.
    Deng Q.
    Chen Z.
    Tongxin Xuebao/Journal on Communications, 2021, 42 (05): : 122 - 136
  • [27] An adaptive algorithm for mining association rules on shared-memory parallel machines
    Cheung, DW
    Hu, K
    Xia, SW
    DISTRIBUTED AND PARALLEL DATABASES, 2001, 9 (02) : 99 - 132
  • [28] A Fast Parallel Association Rules Mining Algorithm Based on FP-Forest
    Jian Hu
    Xiang Yang-Li
    ADVANCES IN NEURAL NETWORKS - ISNN 2008, PT 2, PROCEEDINGS, 2008, 5264 : 40 - 49
  • [29] Dynamic Parallel Mining Algorithm of Association Rules Based on Interval Concept Lattice
    Yang, Yafeng
    Zhang, Ru
    Liu, Baoxiang
    MATHEMATICS, 2019, 7 (07)
  • [30] An Adaptive Algorithm for Mining Association Rules on Shared-Memory Parallel Machines
    David W. Cheung
    Kan Hu
    Shaowei Xia
    Distributed and Parallel Databases, 2001, 9 : 99 - 132
12345