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
  • [41] A stabilized algorithm for multi-dimensional numerical differentiation
    Zhao, Zhenyu
    Meng, Zehong
    Zhao, Liang
    You, Lei
    Xie, Ou
    JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY, 2016, 10 (02) : 73 - 81
  • [42] Multi-Dimensional Anomalous Entity Detection via Poisson Tensor Factorization
    Eren, Maksim E.
    Moore, Juston S.
    Alexandrov, Boian S.
    2020 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SECURITY INFORMATICS (ISI), 2020, : 53 - 58
  • [43] FACTORIZATION PROPERTIES OF THE OPTIMAL SIGNALING DISTRIBUTION OF MULTI-DIMENSIONAL QAM CONSTELLATIONS
    Yankov, Metodi P.
    Forchhammer, Soren
    Larsen, Knud J.
    Christensen, Lars P. B.
    2014 6TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS, CONTROL AND SIGNAL PROCESSING (ISCCSP), 2014, : 384 - 387
  • [44] UNMF: a unified nonnegative matrix factorization for multi-dimensional omics data
    Abe, Ko
    Shimamura, Teppei
    BRIEFINGS IN BIOINFORMATICS, 2023, 24 (05)
  • [45] Multi-dimensional feature recognition model based on capsule network for ubiquitination site prediction
    Li, Weimin
    Wang, Jie
    Luo, Yin
    Bezabih, Tsigabu Teame
    PEERJ, 2022, 10
  • [46] System for Continuous Multi-Dimensional Mobile Network KPI Tracking and Prediction in Drifting Environments
    Schippers, Hendrik
    Boecker, Stefan
    Wietfeld, Christian
    2023 IEEE INTERNATIONAL SYSTEMS CONFERENCE, SYSCON, 2023,
  • [47] A decentralized network coordinate system for robust Internet distance prediction
    Lehman, Li-wei
    Lerman, Steven
    THIRD INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: NEW GENERATIONS, PROCEEDINGS, 2006, : 631 - +
  • [48] Research on Community Discovery Algorithm Based on Network Structure and Multi-dimensional User Information
    Wang, Liu
    He, Yi
    Mao, Chengjie
    Mao, Dan
    Yang, Zuoxi
    Li, Ying
    COMPUTER SUPPORTED COOPERATIVE WORK AND SOCIAL COMPUTING, CHINESECSCW 2019, 2019, 1042 : 418 - 428
  • [49] Modeling the Overpasses in Multi-dimensional Traffic Network
    Deng, Min
    Fei, Lifan
    SEVENTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS I-III, 2008, : 1056 - 1061
  • [50] Multi-dimensional Bayesian network classifiers: A survey
    Santiago Gil-Begue
    Concha Bielza
    Pedro Larrañaga
    Artificial Intelligence Review, 2021, 54 : 519 - 559