Relationship between prediction accuracy and feature importance reliability: An empirical and theoretical study

There is significant interest in using neuroimaging data to predict behavior. The predictive models are often interpreted by the computation of feature importance, which quantifies the predictive relevance of an imaging feature. Tian and Zalesky (2021) suggest that feature importance estimates exhib...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Jianzhong, Ooi, Leon Qi Rong, Tan, Trevor Wei Kiat, Zhang, Shaoshi, Li, Jingwei, Asplund, Christopher L., Eickhoff, Simon B, Bzdok, Danilo, Holmes, Avram J, Yeo, B.T. Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10241563/
https://www.ncbi.nlm.nih.gov/pubmed/37088322
http://dx.doi.org/10.1016/j.neuroimage.2023.120115

Ejemplares similares