Stability Analysis of Denoising Autoencoders Based on Dynamical Projection System

In this study, we give a stability analysis of denoising autoencoder(DAE) from the novel perspective of dynamical systems when the input density is defined as a distribution on a manifold. We demonstrate the connection between the corrupted distribution and the learned reconstruction function of a n...

Full description

Bibliographic Details

Published in:	IEEE transactions on knowledge and data engineering Vol. 33; no. 8; pp. 3155 - 3159
Main Authors:	Park, Saerom, Lee, Jaewook
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.08.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	autoencoders data manifold Data models Density Dynamic stability dynamical systems Image reconstruction Manifolds Noise measurement Noise reduction Nonlinear projection Perturbation methods Reconstruction Stability analysis
ISSN:	1041-4347, 1558-2191
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!