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math.NA2019
Taylor Polynomials in High Arithmetic Precision as Universal Approximators
Nikolaos P. Bakas
Function approximation is a generic process in a variety of computational problems, from data interpolation to the solution of differential equations and inverse problems. In this…
cs.LG2019★ 2 cited
A Gradient Free Neural Network Framework Based on Universal Approximation Theorem
Nikolaos P. Bakas, Andreas Langousis, Mihalis Nicolaou +1
We present a numerical scheme for computation of Artificial Neural Networks (ANN) weights, which stems from the Universal Approximation Theorem, avoiding laborious iterations. The…