Complete equitable decompositions

被引:0
|
作者
Drapeau, Joseph [1 ]
Henderson, Joseph [1 ]
Seely, Peter [1 ]
Smith, Dallas [2 ]
Webb, Benjamin [1 ]
机构
[1] Brigham Young Univ, Dept Math, Provo, UT 84602 USA
[2] Utah Valley Univ, Dept Math, Orem, UT 84059 USA
关键词
Equitable partition; Local equitable partition; Global eigenvectors; Local eigenvectors; Spectral graph theory; LEParD algorithm; GRAPHS;
D O I
10.1016/j.laa.2024.08.008
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A classical result in spectral graph theory states that if a graph C has an equitable partition pi then the eigenvalues of the divisor graph C pi pi are a subset of its eigenvalues, i.e. a ( C pi ) subset of a ( C ). A natural question is whether it is possible to recover the remaining eigenvalues a ( C ) - a ( C pi ) in a similar manner. Here we show that any weighted undirected graph with nontrivial equitable partition can be decomposed into a number of subgraphs whose collective spectra contain these remaining eigenvalues. Using this decomposition, which we refer to as a complete equitable decomposition, we introduce an algorithm for finding the eigenvalues of an undirected graph (symmetric matrix) with a nontrivial equitable partition. Under mild assumptions on this equitable partition we show that we can find eigenvalues of such a graph faster using this method when compared to standard methods. This is potentially useful as many real-world data sets are quite large and have a nontrivial equitable partition. (c) 2024 Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
引用
收藏
页码:112 / 137
页数:26
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