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Central limit theorem for asymmetric kernel functionals
(Escola de Pós-Graduação em Economia da FGV, 2004-02-01)
Asymmetric kernels are quite useful for the estimation of density functions with bounded support. Gamma kernels are designed to handle density functions whose supports are bounded from one end only, whereas beta kernels ...
Improving the kernel regularized least squares method for small-sample regression
(ElsevierAmsterdam, 2015-09)
The kernel regularized least squares (KRLS) method uses the kernel trick to perform non-linear regression estimation. Its performance depends on proper selection of both a kernel function and a regularization parameter. ...
Reproducing kernel Hilbert spaces associated with kernels on topological spaces
(CONSULTANTS BUREAU/SPRINGERNEW YORK, 2012)
We analyze reproducing kernel Hilbert spaces of positive definite kernels on a topological space X being either first countable or locally compact. The results include versions of Mercer's theorem and theorems on the ...
Differentiability of bizonal positive definite kernels on complex spheres
(Academic PressElsevierSan Diego, 2014-04-01)
We prove that any continuous function with domain {z ∈ C: |z| ≤ 1} that generates a bizonal positive definite kernel on the unit sphere in 'C POT.Q' , q ⩾ 3, is continuously differentiable in {z ∈ C: |z| < 1} up to order ...
Inducing Contextual Classifications with Kernel Functions into Support Vector Machines
(2018-06-01)
Kernel functions have revolutionized theory and practice in the field of pattern recognition, especially to perform image classification. Besides giving rise to nonlinear variants of the well-known support vector machine ...
Sharp estimates for eigenvalues of integral operators generated by dot product kernels on the sphere
(Academic PressElsevierSan Diego, 2014-01)
We obtain explicit formulas for the eigenvalues of integral operators generated by continuous dot product kernels defined on the sphere via the usual gamma function. Using them, we present both, a procedure to
describe ...
Nonparametric econometricsNonparametric econometrics
(Sociedade Brasileira de Econometria, 2002)