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An explainable deep-learning model to stage sleep states in children and propose novel EEG-related patterns in sleep apnea

Vaquerizo Villar, Fernando ; Gutierrez Tobal, Gonzalo César ; Calvo, Eva; Álvarez González, Daniel ; Kheirandish Gozal, Leila; Campo Matias, Félix del ; Gozal, David; Hornero Sánchez, Roberto (2023-10)
Detrended fluctuation analysis of the oximetry signal to assist in paediatric sleep apnoea–hypopnoea syndrome diagnosis

Vaquerizo Villar, Fernando ; Álvarez González, Daniel ; Kheirandish Gozal, Leila; Gutierrez Tobal, Gonzalo César ; Barroso García, Verónica ; Crespo, Andrea; Campo Matias, Félix del ; Gozal, David; Hornero Sánchez, Roberto (2018)
Utility of bispectrum in the screening of pediatric sleep apnea-hypopnea syndrome using oximetry recordings

Vaquerizo Villar, Fernando ; Álvarez González, Daniel ; Kheirandish Gozal, Leila; Gutierrez Tobal, Gonzalo César ; Barroso García, Verónica ; Crespo, Andrea; Campo Matias, Félix del ; Gozal, David; Hornero Sánchez, Roberto (2018)
Wavelet analysis of oximetry recordings to assist in the automated detection of moderate-to-severe pediatric sleep apnea-hypopnea syndrome

Vaquerizo Villar, Fernando ; Álvarez González, Daniel ; Kheirandish Gozal, Leila; Gutierrez Tobal, Gonzalo César ; Barroso García, Verónica ; Crespo, Andrea; Campo Matias, Félix del ; Gozal, David; Hornero Sánchez, Roberto (2018)
An explainable deep learning approach for sleep staging in sleep apnea patients across all age subgroups from pulse oximetry signals

Vaquerizo Villar, Fernando ; Gutierrez Tobal, Gonzalo César ; Álvarez González, Daniel ; Martín Montero, Adrián ; Gozal, David; Hornero Sánchez, Roberto (2025)