Clifford algebra method for network expression, computation, and algorithm construction

被引:17
作者
Yuan, Linwang [1 ,2 ]
Yu, Zhaoyuan [1 ]
Luo, Wen [1 ]
Zhang, Jiyi [1 ]
Hu, Yong [3 ]
机构
[1] Nanjing Normal Univ, Minist Educ, Key Lab Virtual Geog Environm, Nanjing 210046, Jiangsu, Peoples R China
[2] Nanjing Normal Univ, Jiangsu Prov Key Lab Numer Simulat Large Scale Co, Nanjing 210046, Jiangsu, Peoples R China
[3] Nanjing Normal Univ, Dept Comp Sci & Technol, Nanjing 210046, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Clifford algebra; algorithm construction; network analysis; shortest path algorithm;
D O I
10.1002/mma.2904
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Clifford algebra is introduced as a theoretical foundation for network topology expression and algorithm construction. Network nodes are coded with basis vectors in a vector space Rn, and the edges and k-walk routes can be expressed by 2-blades and k-blades, respectively, in the Clifford algebra Cl(n,0). The topologies among nodes, edges, and routes of networks can be directly calculated, and the network routes can be extended and traversed with oriented join products. The network algorithm construction processes based on Clifford algebra are instantiated by the single source shortest path algorithm. The experimental results on different scale random networks suggest that Clifford algebra is suited for network expression and relation computation. The Clifford algebra-based shortest path algorithm is vivid and clear in geometric meaning and has great advantage on temporal and spatial complexity. Copyright (c) 2013 John Wiley & Sons, Ltd.
引用
收藏
页码:1428 / 1435
页数:8
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