2015 · 13 citations · 11 references
Natural SciencesComputer ScienceMathematicsUncertainty QuantificationEigenvalue ProblemsGraph TheorySignal ProcessingUncertainty EstimationError BoundsGraph LaplacianLower BoundsUncertainty Principles
We develop a graph theoretic set of uncertainty principles with tight bounds for difference estimators acting simultaneously in the graph domain and the frequency domain. We show that the eigenfunctions of a modified graph Laplacian operator dictate the upper and lower bounds for the inequalities.
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David I Shuman, Sunil K. Narang, Pascal Frossard et al. · IEEE Signal Processing Magazine · 2013 · 4.4K citations · Full text