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
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