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Positional SHAP (PoSHAP) for Interpretation of machine learning models trained from biological sequences

Machine learning with multi-layered artificial neural networks, also known as “deep learning,” is effective for making biological predictions. However, model interpretation is challenging, especially for sequential input data used with recurrent neural network architectures. Here, we introduce a fra...

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Detalles Bibliográficos
Autores principales: Dickinson, Quinn, Meyer, Jesse G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8797255/
https://www.ncbi.nlm.nih.gov/pubmed/35089914
http://dx.doi.org/10.1371/journal.pcbi.1009736