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Eigenvectors of Graph Laplacians: A Landscape

Eigenvectors of Graph Laplacians: A Landscape

We review the properties of eigenvectors for the graph Laplacian matrix,aiming at predicting a specific eigenvalue/vector from the geometryof the graph.We focus on eigenvectors that have zero components andextend the pioneering results of Merris (1998) on graph transformationsthat preserve a given eigenvalue $\lambda$ or shift it in a simple way.These …