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.
机构:
Department of Electrical and Information Engineering, Machine Vision Group, University of Oulu, FIN-90014Department of Electrical and Information Engineering, Machine Vision Group, University of Oulu, FIN-90014
Kouropteva O.
Okun O.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Electrical and Information Engineering, Machine Vision Group, University of Oulu, FIN-90014Department of Electrical and Information Engineering, Machine Vision Group, University of Oulu, FIN-90014
Okun O.
Pietikäinen M.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Electrical and Information Engineering, Machine Vision Group, University of Oulu, FIN-90014Department of Electrical and Information Engineering, Machine Vision Group, University of Oulu, FIN-90014