Visualization for high-dimensional data: VisHD

被引：0
|
作者：
Yang, CC [1 ]
Chiang, CC [1 ]
Hung, YP [1 ]
Lee, GC [1 ]
机构：
[1] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei, Taiwan
来源：
Ninth International Conference on Information Visualisation, Proceedings | 2005年
关键词：
information visualization; dimension reduction; high-dimensional data;
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：
This paper presents a visualization tool, VisHD, that can visualize the spatial distribution of vector points in high dimensional feature space. It is important to handle high dimensional information in many areas of computer science. VisHD provides several methods for dimension reduction in order to map the data from high dimensional space to low dimensional one. Next, this system builds intuitive visualization for observing the characteristics of the data set, whether these data are pre-defined labels or not. In addition, some useful functions have been implemented to facilitate the information visualization. This paper, finally, gives some experiments and discussions for showing the abilities of VisHD for visualizing high-dimensional data.
引用
收藏
页码：692 / 696
页数：5
相关论文
共 50 条
  • [41] Network-based Clustering and Embedding for High-Dimensional Data Visualization
    Zhang, Hengyuan
    Chen, Xiaowu
    2013 INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN AND COMPUTER GRAPHICS (CAD/GRAPHICS), 2013, : 290 - 297
  • [42] Focused multidimensional scaling: interactive visualization for exploration of high-dimensional data
    Urpa, Lea M.
    Anders, Simon
    BMC BIOINFORMATICS, 2019, 20 (1)
  • [43] Focused multidimensional scaling: interactive visualization for exploration of high-dimensional data
    Lea M. Urpa
    Simon Anders
    BMC Bioinformatics, 20
  • [44] Multidimensional scaling with discrimination coefficients for supervised visualization of high-dimensional data
    Daniel Berrar
    Georg Ohmayer
    Neural Computing and Applications, 2011, 20 : 1211 - 1218
  • [45] Very Fast Interactive Visualization of Large Sets of High-dimensional Data
    Dzwinel, Witold
    Wcislo, Rafal
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2015 COMPUTATIONAL SCIENCE AT THE GATES OF NATURE, 2015, 51 : 572 - 581
  • [46] Dynamic visualization of statistical learning in the context of high-dimensional textual data
    Greenacre, Michael
    Hastie, Trevor
    JOURNAL OF WEB SEMANTICS, 2010, 8 (2-3): : 163 - 168
  • [47] Visualization of high-dimensional data using an association of multidimensional scaling to clustering
    Naud, A
    2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 252 - 255
  • [48] PolarViz: a discriminating visualization and visual analytics tool for high-dimensional data
    Wang, Yan Chao
    Zhang, Qian
    Lin, Feng
    Goh, Chi Keong
    Seah, Hock Soon
    VISUAL COMPUTER, 2019, 35 (11): : 1567 - 1582
  • [49] High-dimensional data analysis with subspace comparison using matrix visualization
    Wang, Junpeng
    Liu, Xiaotong
    Shen, Han-Wei
    INFORMATION VISUALIZATION, 2019, 18 (01) : 94 - 109
  • [50] DD-HDS: A method for visualization and exploration of high-dimensional data
    Lespinats, Sylvain
    Verleysen, Michel
    Giron, Alain
    Fertil, Bernard
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (05): : 1265 - 1279
12345