A Multi-dimensional Coordinate Factorization Algorithm for Network Distance Prediction

被引:0
|
作者
Chen, Shanxiong [1 ]
Li, Ya [1 ]
Pen, Maoling [2 ]
Zhang, Rui [2 ]
机构
[1] Southwest Univ, Coll Comp & Informat Sci, Chongqing, Peoples R China
[2] Chongqing City Management Coll, Chongqing, Peoples R China
来源
关键词
non-negative matrix; coordinate; distance predication;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Large-scale Internet applications can benefit from an ability to predict round-trip times to other hosts without having to contact them first. In various predictable model, network coordinates system is an efficient mechanism for internet distance prediction with limited measurements. In this paper, we identify a coordinate matrix which consists of measured value between benchmark node and other common node, so convert computation between nodes into question of factorizing coordinate matrix. We present an algorithm of matrix factorization which factorize coordinate a matrix into non-negative matrix U,V. Through the factorization of the matrix greatly reduces the dimension from the calculation, make for fast convergence of the prediction algorithm.
引用
收藏
页码:32 / +
页数:3
相关论文
共 50 条
  • [31] An iterated local coordinate-exchange algorithm for constructing experimental designs for multi-dimensional constrained spaces
    You Yang
    Jin Guang
    Pan Zhengqiang
    Guo Rui
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2021, 32 (05) : 1212 - 1220
  • [32] An iterated local coordinate-exchange algorithm for constructing experimental designs for multi-dimensional constrained spaces
    YOU Yang
    JIN Guang
    PAN Zhengqiang
    GUO Rui
    Journal of Systems Engineering and Electronics, 2021, 32 (05) : 1212 - 1220
  • [33] Improving Prediction Accuracy of Matrix Factorization based Network Coordinate Systems
    Saber, Walaa
    Rizk, Rawya
    Harb, Hany
    2013 9TH INTERNATIONAL COMPUTER ENGINEERING CONFERENCE (ICENCO 2013): TODAY INFORMATION SOCIETY WHAT'S NEXT?, 2014, : 116 - 121
  • [34] Spectral Multi-Dimensional Scaling using Biharmonic Distance
    Yang, Jun
    Obaseki, Alexander Jesuorobo
    Chen, Jim X.
    PROCEEDINGS OF THE 14TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (GRAPP), VOL 1, 2019, : 161 - 168
  • [35] Multi-Dimensional QoS Prediction for Service Recommendations
    Wang, Shangguang
    Ma, You
    Cheng, Bo
    Yang, Fangchun
    Chang, Rong N.
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2019, 12 (01) : 47 - 57
  • [36] Scanning and prediction in multi-dimensional data arrays
    Merhav, N
    Weissman, T
    ISIT: 2002 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, PROCEEDINGS, 2002, : 317 - 317
  • [37] The algorithm of current prediction based on multi-dimensional Long Short Term Memory networks
    Peng, Jingjing
    Yu, Wei
    ENERGY REPORTS, 2021, 7 : 1114 - 1120
  • [38] The multi-dimensional aspects of a group technology algorithm
    Parkin, RE
    Li, ML
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1997, 35 (08) : 2345 - 2358
  • [39] AN INDEXING ALGORITHM FOR LARGE MULTI-DIMENSIONAL ARRAYS
    MOORE, PK
    ACTA POLYTECHNICA SCANDINAVICA-APPLIED PHYSICS SERIES, 1985, (149): : 79 - 79
  • [40] Convergence in distribution of the multi-dimensional Kohonen algorithm
    Sadeghi, AA
    JOURNAL OF APPLIED PROBABILITY, 2001, 38 (01) : 136 - 151