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Multi-omics disease module detection with an explainable Greedy Decision Forest

Machine learning methods can detect complex relationships between variables, but usually do not exploit domain knowledge. This is a limitation because in many scientific disciplines, such as systems biology, domain knowledge is available in the form of graphs or networks, and its use can improve mod...

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Detalles Bibliográficos
Autores principales: Pfeifer, Bastian, Baniecki, Hubert, Saranti, Anna, Biecek, Przemyslaw, Holzinger, Andreas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9546860/
https://www.ncbi.nlm.nih.gov/pubmed/36207536
http://dx.doi.org/10.1038/s41598-022-21417-8