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Two-layer networks with the $$\text {ReLU}^k$$ activation function: Barron spaces and derivative approximation

Yuanyuan Li, Shuai Lu, Peter Mathé, Sergei V. Pereverzev

2023Numerische Mathematik10 citationsDOI

Topics & Concepts

Tikhonov regularizationRegularization (linguistics)Activation functionMathematicsFunction (biology)Derivative (finance)AlgorithmApplied mathematicsDiscrete mathematicsMathematical analysisComputer scienceArtificial neural networkInverse problemArtificial intelligenceFinancial economicsEconomicsBiologyEvolutionary biologyNumerical methods in inverse problemsProbabilistic and Robust Engineering DesignControl Systems and Identification
Two-layer networks with the $\text {ReLU}^k$ activation function: Barron spaces and derivative approximation | Litcius