Parallel Matrix Multiplication for Business Applications

被引:0
|
作者
Qasem, Mais Haj [1 ]
Qatawneh, Mohammad [1 ]
机构
[1] Univ Jordan, Comp Sci Dept, Amman, Jordan
关键词
Business application; Hadoop; MPI; MapReduce; Matrix multiplication; MAPREDUCE;
D O I
10.1007/978-3-319-67621-0_3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Business applications, such as market shops, use matrix multiplication to calculate yearly, monthly, or even daily profits based on price and quantity matrices. Matrices comprise large data in computer applications and other fields, which make the efficiency of matrix multiplication a popular research topic. Although the task of computing matrix products is a central operation in many numerical algorithms, it is potentially time consuming, making it one of the most well-studied problems in this field. In this paper, Message Passing Interface (MPI), MapReduce, and Multithreaded methods have been implemented to demonstrate their effectiveness in expediting matrix multiplication in a multi-core system. Simulation results show that the efficiency rates of MPI and MapReduce are 90.11% and 47.94%, respectively, with a multi-core processor on the Market Shop application, indicating better performances compared with those of the multithreaded and sequential methods.
引用
收藏
页码:24 / 36
页数:13
相关论文
共 50 条
  • [1] Parallel Matrix Multiplication
    Tomikj, Nikola
    Gusev, Marjan
    2018 41ST INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2018, : 204 - 209
  • [2] MATRIX VECTOR MULTIPLICATION FOR SYMMETRICAL MATRICES ON PARALLEL COMPUTERS AND APPLICATIONS
    LANG, B
    ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 1991, 71 (06): : T807 - T808
  • [3] Parallel complexity of matrix multiplication
    Santos, EE
    JOURNAL OF SUPERCOMPUTING, 2003, 25 (02): : 155 - 175
  • [4] Optimization of the parallel matrix multiplication
    Papa, Gregor
    Šilc, Jurij
    Recent Advances in Signal Processing and Communications, 1999, : 113 - 118
  • [5] PARALLEL MATRIX MULTIPLICATION: A SYSTEMATIC JOURNEY
    Schatz, Martin D.
    Van de Geijn, Robert A.
    Poulson, Jack
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2016, 38 (06): : C748 - C781
  • [6] THE INSTABILITY OF PARALLEL PREFIX MATRIX MULTIPLICATION
    MATHIAS, R
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1995, 16 (04): : 956 - 973
  • [7] The instability of parallel prefix matrix multiplication
    Mathias, R
    ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 1996, 76 : 473 - 474
  • [8] Parallel device for sparse matrix multiplication
    Vyzhikovski, R.
    Kanevskii, Yu.S.
    Maslennikov, O.V.
    Engineering Simulation, 1993, 11 (03): : 412 - 422
  • [9] PARALLEL MATRIX MULTIPLICATION ON NETWORKED MICROCOMPUTERS
    KOC, CK
    GAN, SC
    COMPUTERS & ELECTRICAL ENGINEERING, 1992, 18 (02) : 145 - 152
  • [10] Parallel Matrix Multiplication for Various Implementations
    Taghiyev, Niyameddin
    Akcay, M.
    2013 7TH INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT), 2013, : 10 - 14