Data visualization through graph drawing

被引：12
|
作者：
Michailidis, G [1 ]
de Leeuw, J
机构：
[1] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
[2] Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
来源：
COMPUTATIONAL STATISTICS | 2001年 / 16卷 / 03期
关键词：
multivariate categorical data; data visualization; graphs; majorization algorithms;
D O I：
10.1007/s001800100077
中图分类号：
O21 [概率论与数理统计]; C8 [统计学];
学科分类号：
020208 ; 070103 ; 0714 ;
摘要：
In this paper the problem of visualizing categorical multivariate data sets is considered. By representing the data as the adjacency matrix of an appropriately defined bipartite graph, the problem is transformed to one of graph drawing. A general graph drawing framework is introduced, the corresponding mathematical problem defined and an algorithmic approach for solving the necessary optimization problem discussed. The new approach is illustrated through several examples.
引用
收藏
页码：435 / 450
页数：16
相关论文
共 50 条
  • [41] Graph Visualization
    van Wijk, Jarke J.
    [J]. GRAPH DRAWING, 2012, 7034 : 86 - 86
  • [42] Effective Network Analytics: Network Visualization and Graph Data Management
    Wu, Hsiang-Yun
    Klein, Karsten
    Yan, Da
    [J]. IEEE COMPUTER GRAPHICS AND APPLICATIONS, 2023, 43 (03) : 10 - 11
  • [43] Analyzing Card-Sorting Data Using Graph Visualization
    Paul, Celeste Lyn
    [J]. JOURNAL OF USABILITY STUDIES, 2014, 9 (03) : 87 - 104
  • [44] Towards Intelligible Graph Data Visualization using Circular Layout
    Guchev, Vladimir
    Buono, Paolo
    Gena, Cristina
    [J]. AVI'18: PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON ADVANCED VISUAL INTERFACES, 2018,
  • [45] Web-Based Visualization and Analysis Framework for Graph Data
    Senturk, Fatmana
    Bilici, Mehmet Ali
    Tanisman, Sezercan
    Aytac, Vecdi
    [J]. SEMANTIC INTELLIGENCE, ISIC 2022, 2023, 964 : 13 - 28
  • [46] Cornac: Tackling Huge Graph Visualization with Big Data Infrastructure
    Perrot, Alexandre
    Auber, David
    [J]. IEEE TRANSACTIONS ON BIG DATA, 2020, 6 (01) : 80 - 92
  • [47] Spatial Visualization of Human Anatomy through Art Using Technical Drawing Exercises
    Na, Youjin
    Clary, Derek W.
    Rose-Reneau, Zakary B.
    Segars, Larry
    Hanson, Andrea
    Brauer, Philip
    Wright, Barth W.
    Keim, Sarah A.
    [J]. ANATOMICAL SCIENCES EDUCATION, 2022, 15 (03) : 587 - 598
  • [48] CoDe Modeling of Graph Composition for Data Warehouse Report Visualization
    Risi, Michele
    Sessa, Maria I.
    Tucci, Maurizio
    Tortora, Genoveffa
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2014, 26 (03) : 563 - 576
  • [49] A survey on visualization approaches for exploring association relationships in graph data
    Chen, Yi
    Guan, Zeli
    Zhang, Rong
    Du, Xiaomin
    Wang, Yunhai
    [J]. JOURNAL OF VISUALIZATION, 2019, 22 (03) : 625 - 639
  • [50] A survey on visualization approaches for exploring association relationships in graph data
    Yi Chen
    Zeli Guan
    Rong Zhang
    Xiaomin Du
    Yunhai Wang
    [J]. Journal of Visualization, 2019, 22 : 625 - 639
12345