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Simultaneous approximation of a smooth function and its derivatives by deep neural networks with piecewise-polynomial activations

Denis Belomestny, Alexey Naumov, Nikita Puchkin, Sergey Samsonov

2023Neural Networks18 citationsDOI

Topics & Concepts

PiecewiseArtificial neural networkPolynomialBounded functionGeneralizationActivation functionFunction approximationFunction (biology)Computer scienceFeature (linguistics)MathematicsDeep learningApproximation errorArtificial intelligenceAlgorithmApplied mathematicsMathematical analysisPhilosophyBiologyEvolutionary biologyLinguisticsNeural Networks and ApplicationsModel Reduction and Neural NetworksImage and Signal Denoising Methods
Simultaneous approximation of a smooth function and its derivatives by deep neural networks with piecewise-polynomial activations | Litcius