A probabilistic learning algorithm for robust modeling using neural networks with random weights
type: Item
instance of: scholarly article
title: A probabilistic learning algorithm for robust modeling using neural networks with random weights
zbMATH Open document ID: 1387.68196
author: Feilong Cao
author: Hailiang Ye
author: Dianhui Wang
published in: Information Sciences
publication date: 2018-05-16T00:00:00Z
Mathematics Subject Classification ID: 68T05
zbMATH DE Number: 6868917
zbMATH Keywords: probabilistic robust learning
zbMATH Keywords: neural networks with random weights (NNRWs)
zbMATH Keywords: outliers
zbMATH Keywords: expectation maximization
zbMATH Keywords: Laplace distribution
describes a project that uses: UCI-ml
MaRDI profile type: Publication
full work available at URL: j.ins.2015.03.039
OpenAlex ID: W2051404524
cites work: Q3880088
cites work: Weighted least squares support vector machines: robustness and sparse approximation
cites work: Q5515676
cites work: For most large underdetermined systems of linear equations the minimal 𝓁1‐norm solution is also the sparsest solution
cites work: Fast Solution of $\ell _{1}$-Norm Minimization Problems When the Solution May Be Sparse
cites work: Q4768455
cites work: Q5645536
cites work: The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network
cites work: Decoding by Linear Programming
cites work: Compressed sensing
cites work: Sparse Approximate Solutions to Linear Systems
cites work: Q2723273
cites work: Q4139463
cites work: Q5405182
cites work: Q3093335
DOI: 10.1016/J.INS.2015.03.039
Recommended article: An iterative learning algorithm for feedforward neural networks with random weights
Recommended article: Probabilistic robustness estimates for feed-forward neural networks
Recommended article: Robust learning in a partial least-squares neural network
Recommended article: A NEW STOCHASTIC LEARNING ALGORITHM FOR NEURAL NETWORKS
Recommended article: A stochastic training algorithm for artificial neural networks
description: scientific article; zbMATH DE number 6868917