Algorithms and error bounds for multivariate piecewise constant approximation [PDF]
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 ...
Davydov, Oleg
core +1 more source
On the stability of a class of essentially nonlinear difference systems
The problem of the zero solution stability for a certain class of essentially nonlinear difference systems is studied. Theorems on the stability by the inhomogeneous approximation are proved.
A. A. Sultanbekov
doaj +3 more sources
Echo-State Restricted Boltzmann Machines: A Perspective on Information Compensation
Feature learning has been introduced in the modeling of echo state networks (ESNs). However, the procedure of feature learning is generally accompanied by certain information loss.
Xiaochuan Sun +3 more
doaj +1 more source
A nonlinear quantum adiabatic approximation [PDF]
This paper is devoted to a generalisation of the quantum adiabatic theorem to a nonlinear setting. We consider a Hamiltonian operator which depends on the time variable and on a finite number of parameters and acts on a separable Hilbert space of which we select a fixed basis. We study an evolution equation in which this Hamiltonian acts on the unknown
Fermanian Kammerer, Clotilde +1 more
openaire +3 more sources
A proof that deep artificial neural networks overcome the curse of dimensionality in the numerical approximation of Kolmogorov partial differential equations with constant diffusion and nonlinear drift coefficients [PDF]
In recent years deep artificial neural networks (DNNs) have been successfully employed in numerical simulations for a multitude of computational problems including, for example, object and face recognition, natural language processing, fraud detection ...
Arnulf Jentzen +2 more
semanticscholar +1 more source
Justification of the log-KdV equation in granular chains: the case of precompression [PDF]
For travelling waves with nonzero boundary conditions, we justify the logarithmic Korteweg-de Vries equation as the leading approximation of the Fermi-Pasta-Ulam lattice with Hertzian nonlinear potential in the limit of small anharmonicity.
Dumas, Eric, Pelinovsky, Dmitry
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Nonlinear Approximation by $q$-Favard-Sz{\'a}sz-Mirakjan Operators of Max-Product Kind
In this study, nonlinear $q$-Favard-Sz{\'a}sz-Mirakjan operators of max-product kind are defined and approximation properties of these operators are investigated. Classical approximation and $A$-statistical approximation theorems are given.
Ecem Acar, Döne Karahan
doaj +1 more source
Multidimensional Approximation of Nonlinear Dynamical Systems [PDF]
A key task in the field of modeling and analyzing nonlinear dynamical systems is the recovery of unknown governing equations from measurement data only.
Patrick Gelß +3 more
semanticscholar +1 more source
Nonlinear magnetic response of the magnetized vacuum to applied electric field [PDF]
We find first nonlinear correction to the field, produced by a static charge at rest in a background constant magnetic field. It is quadratic in the charge and purely magnetic.
Gitman, Dmitry M., Shabad, Anatoly E.
core +2 more sources
Automatic rational approximation and linearization of nonlinear eigenvalue problems [PDF]
We present a method for solving nonlinear eigenvalue problems (NEPs) using rational approximation. The method uses the Antoulas–Anderson algorithm (AAA) of Nakatsukasa, Sète and Trefethen to approximate the NEP via a rational eigenvalue problem.
Pieter Lietaert +3 more
semanticscholar +1 more source

