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Variational autoencoders for tissue heterogeneity exploration from (almost) no preprocessed mass spectrometry imaging data

Authors :
Inglese, Paolo
Alexander, James L.
Mroz, Anna
Takats, Zoltan
Glen, Robert
Publication Year :
2017

Abstract

The paper presents the application of Variational Autoencoders (VAE) for data dimensionality reduction and explorative analysis of mass spectrometry imaging data (MSI). The results confirm that VAEs are capable of detecting the patterns associated with the different tissue sub-types with performance than standard approaches.<br />Comment: mass spectrometry imaging, variational autoencoder, desorption electrospray ionization, desi

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1708.07012
Document Type :
Working Paper