Approximation by Symmetrized and Perturbed Hyperbolic Tangent Activated Convolution-Type Operators
George A. Anastassiou
Abstract
In this article, for the first time, the univariate symmetrized and perturbed hyperbolic tangent activated convolution-type operators of three kinds are introduced. Their approximation properties are presented, i.e., the quantitative convergence to the unit operator via the modulus of continuity. It follows the global smoothness preservation of these operators. The related iterated approximation as well as the simultaneous approximation and their combinations, are also extensively presented. Including differentiability and fractional differentiability into our research produced higher rates of approximation. Simultaneous global smoothness preservation is also examined.
Topics & Concepts
Hyperbolic functionConvolution (computer science)MathematicsType (biology)TangentMathematical analysisOperator theoryPure mathematicsGeometryComputer scienceGeologyMachine learningArtificial neural networkPaleontologyApproximation Theory and Sequence SpacesNumerical methods in inverse problems