Scaling-up diverse orthogonal convolutional networks by a paraunitary framework

J Su, W Byeon, F Huang - International Conference on …, 2022 - proceedings.mlr.press
Enforcing orthogonality in convolutional neural networks is a remedy for gradient
vanishing/exploding problems and sensitivity to perturbation. Many previous approaches for …

Multivariate generalized sampling in shift-invariant spaces and its approximation properties

AG Garcia, G Pérez-Villalón - Journal of mathematical analysis and …, 2009 - Elsevier
Nowadays the topic of sampling in a shift-invariant space is having a significant impact: it
avoids most of the problems associated with classical Shannon's theory. Under appropriate …

Generalized sampling: from shift-invariant to U-invariant spaces

HR Fernández-Morales, AG García… - Analysis and …, 2015 - World Scientific
The aim of this article is to derive a sampling theory in U-invariant subspaces of a separable
Hilbert space ℋ where U denotes a unitary operator defined on ℋ. To this end, we use some …

Generic invertibility of multidimensional FIR filter banks and MIMO systems

KL Law, RM Fossum, MN Do - IEEE transactions on signal …, 2009 - ieeexplore.ieee.org
In this paper, we study the invertibility of M-variate Laurent polynomial N times P matrices.
Such matrices represent multidimensional systems in various settings such as filter banks …

[PDF][PDF] Sampling theory in shift-invariant spaces: generalizations

HRF Morales - 2015 - gauss.uc3m.es
If a function of time is limited to the band from 0 to W cycles per second, it is completely
determined by giving its ordinates at a series of discrete points spaced 1/2W seconds apart …

Spectral Methods for Neural Network Designs

J Su - 2022 - search.proquest.com
Neural networks are general-purpose function approximators. Given a problem, engineers
or scientists select a hypothesis space of functions with specific properties by designing the …

Generic invertibility of multidimensional FIR multirate systems and filter banks

KL Law, RM Fossum, MN Do - 2009 IEEE International …, 2009 - ieeexplore.ieee.org
We study the invertibility of M-variate polynomial (respectively: Laurent polynomial) matrices
of size N by P. Such matrices represent multidimensional systems in various settings …

[LIBRO][B] Laurent polynomial inverse matrices and multidimensional perfect reconstruction systems

KL Law - 2008 - search.proquest.com
We study the invertibility of M-variate polynomial (respectively: Laurent polynomial) matrices
of size N by P. Such matrices represent multidimensional systems in various settings …

[CITAS][C] 滤波器组框架理论及其在图信号处理中的应用

柴利, 易静文, 盛玉霞 - 控制与决策, 2018