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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Rongyuan Li, Jingli Wu, Gaoshi Li, Jiafei Liu, Junbo Xuan, Qi Zhu
Μορφή: Άρθρο
Γλώσσα:English
Έκδοση: BMC 2023-11-01
Σειρά:BMC Bioinformatics
Θέματα:
Data augmentation
Graph convolutional network
Gene expression data
WGAN-GP
Generative adversarial network
Διαθέσιμο Online:https://doi.org/10.1186/s12859-023-05558-9

Διαδίκτυο

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

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