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On the sparsity of fitness functions and implications for learning

Fitness functions map biological sequences to a scalar property of interest. Accurate estimation of these functions yields biological insight and sets the foundation for model-based sequence design. However, the fitness datasets available to learn these functions are typically small relative to the...

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Detalles Bibliográficos
Autores principales: Brookes, David H., Aghazadeh, Amirali, Listgarten, Jennifer
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8740588/
https://www.ncbi.nlm.nih.gov/pubmed/34937698
http://dx.doi.org/10.1073/pnas.2109649118