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Degree matrix

From Wikipedia, the free encyclopedia
Type of matrix in algebraic graph theory

In themathematical field ofalgebraic graph theory, thedegree matrix of anundirected graph is adiagonal matrix which contains information about thedegree of eachvertex—that is, the number of edges attached to each vertex.[1] It is used together with theadjacency matrix to construct theLaplacian matrix of a graph: the Laplacian matrix is the difference of the degree matrix and the adjacency matrix.[2]

Definition

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Given a graphG=(V,E){\displaystyle G=(V,E)} with|V|=n{\displaystyle |V|=n}, thedegree matrixD{\displaystyle D} forG{\displaystyle G} is an×n{\displaystyle n\times n}diagonal matrix defined as[1]

Di,j:={deg(vi)if i=j0otherwise{\displaystyle D_{i,j}:=\left\{{\begin{matrix}\deg(v_{i})&{\mbox{if}}\ i=j\\0&{\mbox{otherwise}}\end{matrix}}\right.}

where the degreedeg(vi){\displaystyle \deg(v_{i})} of a vertex counts the number of times an edge terminates at that vertex. In anundirected graph, this means that each loop increases the degree of a vertex by two. In adirected graph, the termdegree may refer either toindegree (the number of incoming edges at each vertex) oroutdegree (the number of outgoing edges at each vertex).

Example

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The following undirected graph has a 6x6 degree matrix with values:

Vertex labeled graphDegree matrix
(400000030000002000000300000030000001){\displaystyle {\begin{pmatrix}4&0&0&0&0&0\\0&3&0&0&0&0\\0&0&2&0&0&0\\0&0&0&3&0&0\\0&0&0&0&3&0\\0&0&0&0&0&1\\\end{pmatrix}}}

Note that in the case of undirected graphs, an edge that starts and ends in the same node increases the corresponding degree value by 2 (i.e. it is counted twice).

Properties

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The degree matrix of ak-regular graph has a constant diagonal ofk{\displaystyle k}.

According to thedegree sum formula, thetrace of the degree matrix is twice the number of edges of the considered graph.

References

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  1. ^abChung, Fan; Lu, Linyuan;Vu, Van (2003), "Spectra of random graphs with given expected degrees",Proceedings of the National Academy of Sciences of the United States of America,100 (11):6313–6318,Bibcode:2003PNAS..100.6313C,doi:10.1073/pnas.0937490100,MR 1982145,PMC 164443,PMID 12743375.
  2. ^Mohar, Bojan (2004), "Graph Laplacians", in Beineke, Lowell W.; Wilson, Robin J. (eds.),Topics in algebraic graph theory, Encyclopedia of Mathematics and its Applications, vol. 102, Cambridge University Press, Cambridge, pp. 113–136,ISBN 0-521-80197-4,MR 2125091.
Matrix classes
Explicitly constrained entries
Constant
Conditions oneigenvalues or eigenvectors
Satisfying conditions onproducts orinverses
With specific applications
Used instatistics
Used ingraph theory
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