Results 11 to 20 of about 1,569,596 (297)

A Survey on Universal Approximation Theorems [PDF]

open access: yesCoRR
This paper discusses various theorems on the approximation capabilities of neural networks (NNs), which are known as universal approximation theorems (UATs). The paper gives a systematic overview of UATs starting from the preliminary results on function approximation, such as Taylor's theorem, Fourier's theorem, Weierstrass approximation theorem ...
Augustine, Midhun T
core   +5 more sources

Algorithms and error bounds for multivariate piecewise constant approximation [PDF]

open access: yes, 2010
We review the surprisingly rich theory of approximation of functions of many vari- ables by piecewise constants. This covers for example the Sobolev-Poincar´e inequalities, parts of the theory of nonlinear approximation, Haar wavelets and tree ...
Oleg Davydov, Davydov, Oleg
core   +4 more sources

A 5-Approximation for Universal Facility Location. [PDF]

open access: yes, 2018
In this paper, we propose and analyze a local search algorithm for the Universal facility location problem. Our algorithm improves the approximation ratio of this problem from 5.83, given by Angel et al., to 5. A second major contribution of the paper is that it gets rid of the expensive multi operation that was a mainstay of all previous local search ...
Manisha Bansal   +2 more
openaire   +5 more sources

Mathematical Neural Networks

open access: yesAxioms, 2022
ANNs succeed in several tasks for real scenarios due to their high learning abilities. This paper focuses on theoretical aspects of ANNs to enhance the capacity of implementing those modifications that make ANNs absorb the defining features of each ...
Julia García Cabello
doaj   +1 more source

A note on the rates of uniform approximation of fuzzy systems [PDF]

open access: yesInternational Journal of Computational Intelligence Systems, 2011
For the fuzzy systems with the kernel-shaped fuzzy sets of if part, we estimate the rates of the uniform approximation for continuous functions. Results are given associatively with the rates of convergence of the sequence (logk/k)a.
Viet Long Hoang
doaj   +1 more source

One bound to rule them all: from Adiabatic to Zeno [PDF]

open access: yesQuantum, 2022
We derive a universal nonperturbative bound on the distance between unitary evolutions generated by time-dependent Hamiltonians in terms of the difference of their integral actions.
Daniel Burgarth   +3 more
doaj   +1 more source

Universality of approximate message passing algorithms [PDF]

open access: yesElectronic Journal of Probability, 2021
43 pages, minor revision in the ...
Wei-Kuo Chen, Wai-Kit Lam
openaire   +3 more sources

On one approach to the approximation of solutions to the direct kinematics problem of parallel manipulators

open access: yesOpen Computer Science, 2020
Any real continuous bounded function of many variables is representable as a superposition of functions of one variable and addition. Depending on the type of superposition, the requirements for the functions of one variable differ.
Gorchakov Andrei, Mozolenko Vyacheslav
doaj   +1 more source

Model of Gas Turbine Plant with Concentrated Parameters for Analysis of Dynamic Properties Patterns

open access: yesEnergy Engineering and Control Systems, 2023
This article considers a model of gas turbine plants (GTPs) with concentrated parameters for analysing the regularities of the dynamic properties of transients with power changes.
Oleksandr Yavorskyi   +3 more
doaj   +1 more source

The Universe of Approximations

open access: yesElectronic Notes in Theoretical Computer Science, 2003
AbstractThe idea of approximate entailment has been in [13] as a way of modeling the reasoning of an agent with limited resources. They proposed a system in which a family of logics, parameterized by a set of propositional letters, approximates classical logic as the size of the set increases.In this paper, we take the idea further, extending two of ...
Marcelo Finger, Renata Wassermann
openaire   +1 more source

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