Multi-dimensional data visualisation method based on convex-corrected radviz
Yin JJ(殷晶晶 )1,2; Shi HB(史海波)2,3; Zhou XF(周晓锋)2,3; Jin L(金樑)2,3; Li S(李帅)2,3; Zhang YC(张宜弛)2,3
刊名International Journal of Computer Applications in Technology
2020
卷号63期号:1-2页码:114-124
关键词Radviz visualisation multi-dimensional data convex-corrected
ISSN号0952-8091
产权排序1
英文摘要

Radviz is one of the most commonly used multi-dimensional data visualisation methods. Because the projection points overlap a lot in Radviz, this paper puts forward a new Radviz optimisation method to correct the position of the projected data points. Firstly, the new method introduces the Prim algorithm to realise the optimal ordering of the dimension anchors on Radviz. Secondly, the convex hull mapping and the second Radviz mapping are used to correct the position of the projected data points. Finally, the data points are visualised. In addition, in order to verify the effectiveness of the algorithm, the Dunn index was used to do a quantitative evaluation of visualisation. By comparing multiple sets of data set experiments, the results show that the new method is beneficial to obtain the better visualisation effect of multi-dimensional data in Radviz projection.

语种英语
内容类型期刊论文
源URL[http://ir.sia.cn/handle/173321/27377]  
专题沈阳自动化研究所_数字工厂研究室
通讯作者Zhou XF(周晓锋)
作者单位1.College of Information Science and Engineering, Northeastern University, Shenyang, Liaoning 110819, China
2.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, Liaoning 110016, China
3.Key Laboratory of Network Control System, Chinese Academy of Sciences, Shenyang, Liaoning 110016, China
推荐引用方式
GB/T 7714
Yin JJ,Shi HB,Zhou XF,et al. Multi-dimensional data visualisation method based on convex-corrected radviz[J]. International Journal of Computer Applications in Technology,2020,63(1-2):114-124.
APA Yin JJ,Shi HB,Zhou XF,Jin L,Li S,&Zhang YC.(2020).Multi-dimensional data visualisation method based on convex-corrected radviz.International Journal of Computer Applications in Technology,63(1-2),114-124.
MLA Yin JJ,et al."Multi-dimensional data visualisation method based on convex-corrected radviz".International Journal of Computer Applications in Technology 63.1-2(2020):114-124.
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