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Evaluation methodology for deep learning imputation models

There is growing interest in imputing missing data in tabular datasets using deep learning. Existing deep learning–based imputation models have been commonly evaluated using root mean square error (RMSE) as the predictive accuracy metric. In this article, we investigate the limitations of assessing...

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Detalles Bibliográficos
Autores principales: Boursalie, Omar, Samavi, Reza, Doyle, Thomas E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9791304/
https://www.ncbi.nlm.nih.gov/pubmed/36562377
http://dx.doi.org/10.1177/15353702221121602