Publications by the researcher in collaboration with Daniel Álvarez (12)

2024

  1. An explainable deep-learning architecture for pediatric sleep apnea identification from overnight airflow and oximetry signals

    Biomedical Signal Processing and Control, Vol. 87

2023

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

    Computers in Biology and Medicine, Vol. 165

  2. Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability

    Computers in Biology and Medicine, Vol. 154

  3. Prediction of the Sleep Apnea Severity Using 2D-Convolutional Neural Networks and Respiratory Effort Signals

    Diagnostics, Vol. 13, Núm. 20

2022

  1. Heart rate variability as a potential biomarker of pediatric obstructive sleep apnea resolution

    Sleep, Vol. 45, Núm. 2

  2. Reliability of machine learning to diagnose pediatric obstructive sleep apnea: Systematic review and meta-analysis

    Pediatric Pulmonology, Vol. 57, Núm. 8, pp. 1931-1943

2020

  1. Automatic Assessment of Pediatric Sleep Apnea Severity Using Overnight Oximetry and Convolutional Neural Networks

    Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

2019

  1. Influence of chronic obstructive pulmonary disease and moderate-to-severe sleep apnoea in overnight cardiac autonomic modulation: Time, frequency and non-linear analyses

    Entropy, Vol. 21, Núm. 4

  2. Usefulness of Spectral Analysis of Respiratory Rate Variability to Help in Pediatric Sleep Apnea-Hypopnea Syndrome Diagnosis

    Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

2017

  1. Automated detection of childhood sleep apnea using discrete wavelet transform of nocturnal oximetry and anthropometric variables

    European Respiratory Society International Congress

  2. Usefulness of Artificial Neural Networks in the Diagnosis and Treatment of Sleep Apnea-Hypopnea Syndrome

    Sleep Apnea - Recent Updates

2008

  1. Applying Cross Approximate Entropy to Blood Oxygen Saturation and Heart Rate from Nocturnal Oximetry in Screening for Obstructive Sleep Apnea

    Encyclopedia of Healthcare Information Systems, pp. 74-83