Implementation of Association Rule Mining using CUDA

被引:16
|
作者
Adil, Syed Hasan [1 ]
Qamar, Sadaf [2 ]
机构
[1] IQRA Univ, Dept Comp Sci, Karachi, Pakistan
[2] Natl Univ Comp & Emerging Sci, Comp Sci Dept, Karachi, Pakistan
关键词
Data Mining; CUDA; GPU; CPU; Performance; Parallel processing;
D O I
10.1109/ICET.2009.5353149
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The purpose of this paper is to implement association rule mining algorithm using Nvidia CUDA framework for general purpose computing on GPU. The major objective is to perform performance comparison of association rule mining algorithm using C based implementation on Intel Quad Core/Core2 Duo CPU with CUDA based implementation on Nvidia G80 and GTX 200 series CPU. The final outcome of this research is the bitmap based association rule mining algorithm and its performance statistics on CPU and GPU.
引用
收藏
页码:332 / +
页数:2
相关论文
共 50 条
  • [41] Combined association rule mining
    Zhang, Huaifeng
    Zhao, Yanchang
    Cao, Longbing
    Zhang, Chengqi
    [J]. ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS, 2008, 5012 : 1069 - 1074
  • [42] On Reconfigurable Association Rule Mining
    Liao, Wen-Tsai
    Chen, Ming-Syan
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012,
  • [43] Online association rule mining
    Hidber, C
    [J]. SIGMOD RECORD, VOL 28, NO 2 - JUNE 1999: SIGMOD99: PROCEEDINGS OF THE 1999 ACM SIGMOD - INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 1999, : 145 - 156
  • [44] Sampling in association rule mining
    Lin, TY
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS, AND TECHNOLOGY VI, 2004, 5433 : 161 - 167
  • [45] Temporal Association Rule Mining
    Tan, Ting-Feng
    Wang, Qing-Guo
    Phang, Tian-He
    Li, Xian
    Huang, Jiangshuai
    Zhang, Dan
    [J]. INTELLIGENCE SCIENCE AND BIG DATA ENGINEERING: BIG DATA AND MACHINE LEARNING TECHNIQUES, ISCIDE 2015, PT II, 2015, 9243 : 247 - 257
  • [46] A Survey on Association Rule Mining
    Solanki, Surbhi K.
    Patel, Jalpa T.
    [J]. 2015 5TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING & COMMUNICATION TECHNOLOGIES ACCT 2015, 2015, : 212 - 216
  • [47] Association Rule Mining on Crime Pattern Mining
    Roy, Suman
    Bordoloi, Ripunjoy
    Das, Kayboy Jyoti
    Kumar, Santosh
    Muchahari, Monoj Kumar
    [J]. 2021 INTERNATIONAL CONFERENCE ON COMPUTATIONAL PERFORMANCE EVALUATION (COMPE-2021), 2021, : 269 - 272
  • [48] Intruder Detection Using Deep Learning and Association Rule Mining
    Thilina, Asantha
    Attanayake, Shakthi
    Samarakoon, Sacith
    Nawodya, Dahami
    Rupasinghe, Lakmal
    Pathirage, Nadith
    Edirisinghe, Tharindu
    Krishnadeva, Kesavan
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (CIT), 2016, : 615 - 620
  • [49] Association rule mining of Kansei knowledge using rough set
    Shi, Fuqian
    Sun, Shouqian
    Xu, Jiang
    [J]. FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS, 2007, 40 : 949 - +
  • [50] Association Rule Mining using Path Systems in Directed Graphs
    Arumugam, S.
    Sabeen, S.
    [J]. INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2013, 8 (06) : 791 - 799