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A fair experimental comparison of neural network architectures for latent representations of multi-omics for drug response prediction

BACKGROUND: Recent years have seen a surge of novel neural network architectures for the integration of multi-omics data for prediction. Most of the architectures include either encoders alone or encoders and decoders, i.e., autoencoders of various sorts, to transform multi-omics data into latent re...

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Detalles Bibliográficos
Autores principales: Hauptmann, Tony, Kramer, Stefan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9926634/
https://www.ncbi.nlm.nih.gov/pubmed/36788531
http://dx.doi.org/10.1186/s12859-023-05166-7