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When attempting to develop wavelet transforms for graphs and networks, some researchers have used graph Laplacian eigenvalues and eigenvectors in place of the frequencies and complex exponentials in the Fourier theory for regular lattices in the Euclidean domains.
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Solving Least Squares Problems
C. L. Lawson and R. J. Hanson, · 1995
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Combinatorial Optimization: Algorithms and Complexity
C. H. Papadimitriou and K. Steiglitz, · 1998
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Wavelets: Tools for Science & Technology
S. Jaffard, Y. Meyer, and R. D. Ryan, · 2001
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Modern Multidimensional Scaling: Theory and Applications
I. Borg and P. J. F. Groenen, · 2005
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“Applied harmonic analysis on graphs and networks,”
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“Optimal mass transport: Signal processing and machine-learning applications,”
S. Kolouri, S. R. Park, M. Thorpe, D. Slepčev, and G. K. Rohde, · 2017
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“JuMP: A modeling language for mathematical optimization,”
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“Julia: A fresh approach to numerical computing,”
J. Bezanson, A. Edelman, S. Karpinski, and V. B. Shah, · 2017
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