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Complete equitable decompositions.
- Source :
-
Linear Algebra & its Applications . Nov2024, Vol. 701, p112-137. 26p. - Publication Year :
- 2024
-
Abstract
- A classical result in spectral graph theory states that if a graph G has an equitable partition π then the eigenvalues of the divisor graph G π are a subset of its eigenvalues, i.e. σ (G π) ⊆ σ (G). A natural question is whether it is possible to recover the remaining eigenvalues σ (G) − σ (G π) 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. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 00243795
- Volume :
- 701
- Database :
- Academic Search Index
- Journal :
- Linear Algebra & its Applications
- Publication Type :
- Academic Journal
- Accession number :
- 179396681
- Full Text :
- https://doi.org/10.1016/j.laa.2024.08.008