Mdwgan-gp: data augmentation for gene expression data based on multiple discriminator WGAN-GP

Mdwgan-gp: data augmentation for gene expression data based on multiple discriminator WGAN-GP

Abstract Background Although gene expression data play significant roles in biological and medical studies, their applications are hampered due to the difficulty and high expenses of gathering them through biological experiments. It is an urgent problem to generate high quality gene expression data...

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Bibliographic Details
Main Authors: Rongyuan Li, Jingli Wu, Gaoshi Li, Jiafei Liu, Junbo Xuan, Qi Zhu
Format: Article
Language:English
Published: BMC 2023-11-01
Series:BMC Bioinformatics
Subjects:
Data augmentation
Graph convolutional network
Gene expression data
WGAN-GP
Generative adversarial network
Online Access:https://doi.org/10.1186/s12859-023-05558-9

Internet

https://doi.org/10.1186/s12859-023-05558-9

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