A computational perspective of the periodic table of elements

被引:4
作者
Tenreiro Machado, J. [1 ]
Lopes, Antonio M. [2 ]
机构
[1] Polytech Porto, Inst Engn, Dept Elect Engn, Porto, Portugal
[2] Univ Porto, Fac Engn, UISPA LAETA INEGI, Porto, Portugal
来源
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION | 2019年 / 78卷
关键词
Periodic table; Information visualization; Distance metric; Hierarchical clustering; Multidimensional scaling; VISUALIZATION;
D O I
10.1016/j.cnsns.2019.104883
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper adopts dimensionality reduction, clustering and information visualization techniques to organize and map a set of 86 chemical elements (CE). Each CE is characterized through 17 properties and the dissimilarities between the CE are measured by different metrics, namely the arccosine, Canberra and Lorentzian distances. The dissimilarity information is then used as input to hierarchical clustering and multidimensional scaling algorithms. The two computational techniques yield 2- and 3-dim maps of the CE organized accordingly to their characteristics. The results can be visualized and interpreted not only under the light of the CE location, but also of the emerging clusters. The new representations constitute an alternative to the classic Cartesian-like 2-dimensional table and point towards advanced scientific visualization using present day computational resources. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:12
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