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Signal-processing on graphs has developed into a very active field of research during the last decade.
On random graphs
P. Erdős and A. Rényi · 1959
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Efficient solution of parabolic equations by Krylov approximation methods
E. Gallopoulos and Y. Saad · 1992
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Adapted local trigonometric transforms and speech processing
E. Wesfreid and M. V. Wickerhauser · 1993
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Spectral graph theory
F. R. K. Chung · 1997
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Iterative methods for solving linear systems
A. Greenbaum · 1997
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Lanczos algorithms for large symmetric eigenvalue computations. Vol. 1
J. K. Cullum and R. A. Willoughby · 2002
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Interpolation and approximation by polynomials
G. M. Phillips · 2003
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Kernels and Regularization on Graphs
A. J. Smola and R. Kondor · 2003
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Learning with local and global consistency
D. Zhou, O. Bousquet, T. N. Lal, J. Weston, and B. Schölkopf · 2003
Cited alongside, same era.
Semi-supervised learning using Gaussian fields and harmonic functions
X. Zhu, Z. Ghahramani, and J. Lafferty · 2003
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Regularization and semi-supervised learning on large graphs
M. Belkin, I. Matveeva, and P. Niyogi · 2004
Cited alongside, same era.
Preconditioning Lanczos approximations to the matrix exponential
J. van den Eshof and M. Hochbruck · 2006
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Functions of matrices
N. J. Higham · 2008
Cited alongside, same era.
Non-local regularization of inverse problems
G. Peyré, S. Bougleux, and L. Cohen · 2008
Cited alongside, same era.
Numerical Methods for Large Eigenvalue Problems: Revised Edition
Y. Saad · 2011
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Matrix computations
G. H. Golub and C. F. Van Loan · 2013
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Rational Krylov approximation of matrix functions: numerical methods and optimal pole selection
S. Güttel · 2013
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The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains
D. I. Shuman, S. K. Narang, P. Frossard, A. Ortega, and P. Vandergheynst · 2013
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Vertex-frequency analysis on graphs
D. I. Shuman, B. Ricaud, and P. Vandergheynst · 2013
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Spectrum-adapted tight graph wavelet and vertex-frequency frames
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Graph spectral image smoothing using the heat kernel
F. Zhang and E. R. Hancock · 2008
Cited alongside, same era.
Wavelets on graphs via spectral graph theory
D. K. Hammond, P. Vandergheynst, and R. Gribonval · 2011
Cited alongside, same era.
D. I. Shuman, C. Wiesmeyr, N. Holighaus, and P. Vandergheynst · 2013
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Efficient and stable Arnoldi restarts for matrix functions based on quadrature
A. Frommer, S. Güttel, and M. Schweitzer · 2014
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GSPBOX: A toolbox for signal processing on graphs
N. Perraudin, J. Paratte, D. Shuman, V. Kalofolias, P. Vandergheynst, and D. K. Hammond · 2014
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