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Regularization by spectral filtering

Spectral regularization is any of a class of regularization techniques used in machine learning to control the impact of noise and prevent… 
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Computer engineering
Condition numberCross-validation (statistics)Gradient descentLandweber iteration

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2016
2016
Spatial regularization of pixel-based classification maps by a two-step MRF method
Markov random field (MRF)based spatial regularizing methodology can improve the maps by imposing a spatial smoothness prior on… 
2014
2014
Regularized solution of LCP problems with application to rigid body dynamics
For Linear Complementarity Problems (LCP) with a positive semidefinite matrix M, iterative solvers can be derived by a process of… 
2013
2013
Parameter estimation for an electric arc furnace model using Tikhonov regularization
In this paper, we present a methodology for estimating the parameters of a model for an electrical arc… 
2013
2013
The Echo State Network on the Graphics Processing Unit
Extending on previous work, the Echo State Network (ESN) and Tikhonov Regularisation (TR) training algorithms were implemented… 
2012
2012
Improved Constituent Context Model with Features
The Constituent-Context Model (CCM) achieves promising results for unsupervised grammar induction. However, its performance drops… 
2012
2012
Mixed Tikhonov regularization in Banach spaces based on domain decomposition
2010
2010
Application of ℓp-regularized least squares for 0≤p≤1 in estimating discrete spectrum of relaxations for electromagnetic induction responses
The EMI response of a target can be accurately modeled by a sum of real exponentials. However, it is difficult to obtain the… 
2002
2002
Reactivity of superfine aluminum powders stabilized by aluminum diboride
1999
1999
Band-limited interpolation applied to the time series of rapidly oscillating stars
We reconstruct the temporal Fourier spectra obtained from incomplete records of the luminosities of rapidly oscillating stars… 
1984
1984
Polymorphism of metaphase chromosomes in swine (Sus scrofa L.)
Cytogenetic studies to date on domestic swine (Sus scrofa domesticus) and wild swine (Sus scrofa fetus) show that a significant… 
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