66 citations · 131 across the 6 of their papers we have counts for
3 papers · 1 filter
Inter-database validation of a deep learning approach for automatic sleep scoring
Diego Alvarez-Estevez, Roselyne M. Rijsman
In this work we describe a new deep learning approach for automatic sleep staging, and carry out its validation by addressing its generalization capabilities on a wide range of sle…
Addressing database variability in learning from medical data: an ensemble-based approach using convolutional neural networks and a case of study applied to automatic sleep scoring
Diego Alvarez-Estevez, Isaac Fernández-Varela
In this work we examine some of the problems associated with the development of machine learning models with the objective to achieve robust generalization capabilities on common-t…
A Convolutional Network for Sleep Stages Classification
Isaac Fernández-Varela, Elena Hernández-Pereira, Diego Alvarez-Estevez +1
Sleep stages classification is a crucial task in the context of sleep studies. It involves the simultaneous analysis of multiple signals recorded during sleep. However, it is compl…