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IEEE Transactions on Signal Processing, ISSN 1053-587X, 12/2015, Volume 63, Issue 24, pp. 6510 - 6523
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 09/2016, Volume 64, Issue 18, pp. 4845 - 4860
In many applications, the observations can be represented as a signal defined over the vertices of a graph. The analysis of such signals requires the extension... 
Time-frequency analysis | Uncertainty | Laplace equations | Fourier transforms | frames | Buildings | Signal processing algorithms | uncertainty principle | sampling | Signal processing | Signals on graphs | sparse noise | PROCESSING THEORY | ENGINEERING, ELECTRICAL & ELECTRONIC | Laplace transformation | Research | Analysis | Algorithms
Journal Article
Theoretical Computer Science, ISSN 0304-3975, 02/2019, Volume 760, pp. 35 - 54
Real-world networks, like social networks or the internet infrastructure, have structural properties such as large clustering coefficients that can best be... 
Sampling algorithms | Real-world networks | Clustering coefficient | Random graph models | Hyperbolic random graphs | Compression algorithms | COMPUTER SCIENCE, THEORY & METHODS
Journal Article
Applied and Computational Harmonic Analysis, ISSN 1063-5203, 11/2019, Volume 47, Issue 3, pp. 539 - 565
With the objective of employing graphs toward a more generalized theory of signal processing, we present a novel sampling framework for (wavelet-)sparse... 
Sampling on graphs | Graph wavelet | Graph signal processing | Sparse sampling | Finite rate of innovation | MATHEMATICS, APPLIED | FINITE RATE | Computer Science - Discrete Mathematics
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 07/2016, Volume 64, Issue 14, pp. 3775 - 3789
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 10/2013, Volume 61, Issue 19, pp. 4673 - 4685
Journal Article
Applied and Computational Harmonic Analysis, ISSN 1063-5203, 03/2018, Volume 44, Issue 2, pp. 446 - 475
We study the problem of sampling k-bandlimited signals on graphs. We propose two sampling strategies that consist in selecting a small subset of nodes at... 
Sampling | Graph signal processing | Compressed sensing | MATHEMATICS, APPLIED | Electrical engineering | Signal processing | Engineering Sciences | Signal and Image processing
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 01/2018, Volume 66, Issue 1, pp. 34 - 47
Journal Article
ACM Transactions on Knowledge Discovery from Data (TKDD), ISSN 1556-4681, 06/2014, Volume 8, Issue 2, pp. 1 - 56
Network sampling is integral to the analysis of social, information, and biological networks. Since many real-world networks are massive in size, continuously... 
Network sampling | graph streams | relational classification | social network analysis | Graph streams | Relational classification | Social network analysis | COMPUTER SCIENCE, SOFTWARE ENGINEERING | SCALE-FREE | COMPUTER SCIENCE, INFORMATION SYSTEMS | CLASSIFICATION | ALGORITHMS | MODEL
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 05/2015, Volume 63, Issue 9, pp. 2432 - 2444
Journal Article
METRON, ISSN 0026-1424, 12/2017, Volume 75, Issue 3, pp. 277 - 299
We synthesise the existing theory of graph sampling. We propose a formal definition of sampling in finite graphs, and provide a classification of potential... 
Multiplicity sampling | Network | Indirect sampling | Statistical Theory and Methods | Finite-graph sampling | Adaptive cluster sampling | Statistics, general | Statistics
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 06/2012, Volume 60, Issue 6, pp. 2786 - 2799
Journal Article