A deep learning framework identifies dimensional representations of Alzheimer’s Disease from brain structure

Heterogeneity of brain diseases is a challenge for precision diagnosis/prognosis. We describe and validate Smile-GAN (SeMI-supervised cLustEring-Generative Adversarial Network), a semi-supervised deep-clustering method, which examines neuroanatomical heterogeneity contrasted against normal brain str...

Descripción completa

Detalles Bibliográficos
Autores principales: Yang, Zhijian, Nasrallah, Ilya M., Shou, Haochang, Wen, Junhao, Doshi, Jimit, Habes, Mohamad, Erus, Guray, Abdulkadir, Ahmed, Resnick, Susan M., Albert, Marilyn S., Maruff, Paul, Fripp, Jurgen, Morris, John C., Wolk, David A., Davatzikos, Christos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8642554/
https://www.ncbi.nlm.nih.gov/pubmed/34862382
http://dx.doi.org/10.1038/s41467-021-26703-z

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8642554/
https://www.ncbi.nlm.nih.gov/pubmed/34862382
http://dx.doi.org/10.1038/s41467-021-26703-z

Ejemplares similares