Constructive Approximation

Papers
(The TQCC of Constructive Approximation is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)
ArticleCitations
Nonlinear Approximation and (Deep) $$\mathrm {ReLU}$$ Networks91
A Theoretical Analysis of Deep Neural Networks and Parametric PDEs65
Some q-Supercongruences from Transformation Formulas for Basic Hypergeometric Series51
DNN Expression Rate Analysis of High-Dimensional PDEs: Application to Option Pricing42
Approximation Spaces of Deep Neural Networks35
The Barron Space and the Flow-Induced Function Spaces for Neural Network Models35
Exponential ReLU DNN Expression of Holomorphic Maps in High Dimension28
Universal Approximations of Invariant Maps by Neural Networks27
Worst-case Recovery Guarantees for Least Squares Approximation Using Random Samples24
Sampling Discretization of Integral Norms16
Semi-algebraic Approximation Using Christoffel–Darboux Kernel14
Analysis of Target Data-Dependent Greedy Kernel Algorithms: Convergence Rates for f-, $$f \cdot P$$- and f/P-Greedy13
Wiener Algebras and Trigonometric Series in a Coordinated Fashion11
Optimal Sampling and Christoffel Functions on General Domains8
On the Value-Distribution of Hurwitz Zeta-Functions with Algebraic Parameter8
Sparse Approximation of Triangular Transports, Part II: The Infinite-Dimensional Case7
Strong Partially Greedy Bases and Lebesgue-Type Inequalities7
Set-Valued $$\alpha $$-Fractal Functions6
A Vector Equilibrium Problem for Symmetrically Located Point Charges on a Sphere6
Sampling Discretization of the Uniform Norm6
Bidemocratic Bases and Their Connections with Other Greedy-Type Bases6
Graph Recovery from Incomplete Moment Information5
Universal Sampling Discretization5
Riesz Energy Problems with External Fields and Related Theory5
Large-Degree Asymptotics of Rational Painlevé-IV Solutions by the Isomonodromy Method5
Sparse Approximation of Triangular Transports, Part I: The Finite-Dimensional Case5
A Newman type bound for $$L_p[-1,1]$$-means of the logarithmic derivative of polynomials having all zeros on the unit circle5
Optimal Recovery from Inaccurate Data in Hilbert Spaces: Regularize, But What of the Parameter?4
Characterization of the Variation Spaces Corresponding to Shallow Neural Networks4
Constructive Approximation on Graded Meshes for the Integral Fractional Laplacian4
Orthogonal Polynomials with Ultra-Exponential Weight Functions: An Explicit Solution to the Ditkin–Prudnikov Problem4
Robust and Resource-Efficient Identification of Two Hidden Layer Neural Networks4
Discrete Self-adjoint Dirac Systems: Asymptotic Relations, Weyl Functions and Toeplitz Matrices3
Lipschitz Widths3
Nonnegative and Strictly Positive Linearization of Jacobi and Generalized Chebyshev Polynomials3
Fourier Interpolation with Zeros of Zeta and L-Functions3
Discrepancy of Minimal Riesz Energy Points3
Extension Operators for Some Ultraholomorphic Classes Defined by Sequences of Rapid Growth3
The Spectrality of Self-affine Measure Under the Similar Transformation of $$GL_n(p)$$2
Multivariate Generalized Hermite Subdivision Schemes2
Approximation and Localized Polynomial Frame on Double Hyperbolic and Conic Domains2
Cyclic Pólya Ensembles on the Unitary Matrices and their Spectral Statistics2
Analysis of a Stabilised Finite Element Method for Power-Law Fluids2
The Product of m Real $$N\times N$$ Ginibre Matrices: Real Eigenvalues in the Critical Regime $$m=O(N)$$2
Wavelet Characterization of Local Muckenhoupt Weighted Sobolev Spaces with Variable Exponents2
Universal Regular Conditional Distributions via Probabilistic Transformers2
Min-Max Polarization for Certain Classes of Sharp Configurations on the Sphere2
Computation of Power Law Equilibrium Measures on Balls of Arbitrary Dimension2
Markov’s Theorem for Weight Functions on the Unit Circle2
Fourier Multipliers on a Vector-Valued Function Space2
An Embedding of ReLU Networks and an Analysis of Their Identifiability2
Variable Anisotropic Singular Integral Operators2
Phase Retrieval by Binary Questions: Which Complementary Subspace is Closer?2
Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold2
Stable Gabor Phase Retrieval in Gaussian Shift-Invariant Spaces via Biorthogonality2
Approximation of Wave Packets on the Real Line2
Fast and Stable Approximation of Analytic Functions from Equispaced Samples via Polynomial Frames2
Depth Separations in Neural Networks: What is Actually Being Separated?2
Coconvex Approximation of Periodic Functions2
A Lower Bound for the Logarithmic Energy on $$\mathbb {S}^2$$ and for the Green Energy on $$\mathbb {S}^n$$2
Constructing Embedded Lattice-Based Algorithms for Multivariate Function Approximation with a Composite Number of Points2
On the Omnipresence of Spurious Local Minima in Certain Neural Network Training Problems2
Neural Network Identifiability for a Family of Sigmoidal Nonlinearities2
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