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Sharp Bounds on the Approximation Rates, Metric Entropy, and n-Widths of Shallow Neural Networks

Jonathan W. Siegel, Jinchao Xu

2022Foundations of Computational Mathematics55 citationsDOI

Topics & Concepts

MathematicsParameterized complexityBounding overwatchBounded functionEntropy (arrow of time)Upper and lower boundsMetric spaceBounded variationNonlinear systemMetric (unit)Artificial neural networkApplied mathematicsMathematical analysisCombinatoricsComputer sciencePhysicsArtificial intelligenceEconomicsMachine learningOperations managementQuantum mechanicsAdvanced Numerical Analysis TechniquesMedical Image Segmentation TechniquesNeural Networks and Applications