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Laplacian matrix
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=== Laplacian matrix === The Laplacian matrix is defined by : <math>L = D - A, </math> where ''D'' is the [[degree matrix]] and ''A'' is the [[adjacency matrix]] of the graph. For [[directed graph]]s, either the [[degree (graph theory)|indegree or outdegree]] might be used, depending on the application, as in the following example: {|class="wikitable" ! [[Adjacency matrix]] ! In-Degree matrix ! In-Degree Laplacian ! Out-Degree matrix ! Out-Degree Laplacian |- | <math display="inline">\left(\begin{array}{rrr} 0 & 1 & 2\\ 3 & 0 & 5\\ 6 & 7 & 0\\ \end{array}\right)</math> | <math display="inline">\left(\begin{array}{rrr} 9 & 0 & 0\\ 0 & 8 & 0\\ 0 & 0 & 7\\ \end{array}\right)</math> | <math display="inline">\left(\begin{array}{rrr} 9 & -1 & -2\\ -3 & 8 & -5\\ -6 & -7 & 7\\ \end{array}\right)</math> | <math display="inline">\left(\begin{array}{rrr} 3 & 0 & 0\\ 0 & 8 & 0\\ 0 & 0 & 13\\ \end{array}\right)</math> | <math display="inline">\left(\begin{array}{rrr} 3 & -1 & -2\\ -3 & 8 & -5\\ -6 & -7 & 13\\ \end{array}\right)</math> |} Graph self-loops, manifesting themselves by non-zero entries on the main diagonal of the adjacency matrix, are allowed but do not affect the graph Laplacian values.
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