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Exploring the Potential of GANs in Biological Sequence Analysis

SIMPLE SUMMARY: This work deals with class imbalance issues associated with the bio-sequence datasets by employing a generative adversarial model (GAN) to improve their machine-learning-based classification performance. GAN is used to generate synthetic sequence data, which is very similar to real d...

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Detalles Bibliográficos
Autores principales: Murad, Taslim, Ali, Sarwan, Patterson, Murray
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10295061/
https://www.ncbi.nlm.nih.gov/pubmed/37372139
http://dx.doi.org/10.3390/biology12060854