Refinement and Universal Approximation via Sparsely Connected ReLU Convolution Nets
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2020.3005051
Abstract: We construct a highly regular and simple structured class of sparsely connected convolutional neural networks with rectifier activations that provide universal function approximation in a coarse-to-fine manner with increasing number of layers. The networks are… read more here.
Keywords: convolution; sparsely connected; universal approximation; refinement universal ... See more keywords
Sparsely Connected Autoencoders: A Multi-Purpose Tool for Single Cell omics Analysis
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Molecular Sciences"
DOI: 10.3390/ijms222312755
Abstract: Background: Biological processes are based on complex networks of cells and molecules. Single cell multi-omics is a new tool aiming to provide new incites in the complex network of events controlling the functionality of the… read more here.
Keywords: tool; single cell; cell; sparsely connected ... See more keywords