An information theoretic approach to network tomography

被引:2
|
作者
Cho, Wendy K. Tam [1 ,2 ]
Judge, George [3 ]
机构
[1] Univ Illinois, Dept Polit Sci & Stat, Urbana, IL 61801 USA
[2] Univ Illinois, Natl Ctr Supercomp Applicat, Urbana, IL 61801 USA
[3] Univ Calif Berkeley, Berkeley, CA USA
关键词
C00; C19; information theoretic methods; Cressie-Read divergence; inverse problem; network tomography; link measurements; LINK DATA;
D O I
10.1080/13504851.2013.866199
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this article, we formulate an information theoretic approach to information recovery for a network flow transportation problem as an ill-posed inverse problem and use nonparametric information theoretic methods to recover the unknown adaptive-intelligent behaviour traffic flows. We indicate how, in general, information theoretic methods may provide a solution to the ill-posed inverse information flow problems, when a function must be inferred from insufficient sample information. As an application, we examine a data set which comprised traffic volumes at Bell Labs.
引用
收藏
页码:1 / 6
页数:6
相关论文
共 50 条
  • [1] Information-theoretic approach to network modularity
    Ziv, E
    Middendorf, M
    Wiggins, CH
    PHYSICAL REVIEW E, 2005, 71 (04)
  • [2] Information theoretic network approach to socioeconomic correlations
    Kirkley, Alec
    PHYSICAL REVIEW RESEARCH, 2020, 2 (04):
  • [3] An information theoretic approach for combining neural network process models
    Sridhar, DV
    Bartlett, EB
    Seagrave, RC
    NEURAL NETWORKS, 1999, 12 (06) : 915 - 926
  • [4] Functional control of network dynamical systems: An information theoretic approach
    Singh, Moirangthem Sailash
    Pasumarthy, Ramkrishna
    Vaidya, Umesh
    Leonhardt, Steffen
    INFORMATION SCIENCES, 2025, 699
  • [5] An Information Theoretic Approach to Neural Network Based System Identification
    Chernyshov, Kirill R.
    SIBCON-2009: INTERNATIONAL SIBERIAN CONFERENCE ON CONTROL AND COMMUNICATIONS, 2009, : 100 - 107
  • [6] Information theoretic approach to information extraction
    Amati, Giambattista
    FLEXIBLE QUERY ANSWERING SYSTEMS, PROCEEDINGS, 2006, 4027 : 519 - 529
  • [7] Network Information Theoretic Security
    Zhou, Hongchao
    El Gamal, Abbas
    2020 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2020, : 978 - 983
  • [8] IUI mining: human expert guidance of information theoretic network approach
    S. Kooptiwoot
    M. A. Salam
    Soft Computing, 2006, 10 : 369 - 373
  • [9] IUI mining: human expert guidance of information theoretic network approach
    Kooptiwoot, S
    Salam, MA
    SOFT COMPUTING, 2006, 10 (04) : 369 - 373
  • [10] An information theoretic approach to manipulation
    Greferath, M
    Schmidt, SE
    8TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL IV, PROCEEDINGS: INFORMATION SYSTEMS, TECHNOLOGIES AND APPLICATIONS: I, 2004, : 86 - 87