Fábio Mendonça

Biography

Fábio Mendonça received the BS and MSc degrees in electrical and telecommunications engineering from University of Madeira, and the PhD degree in electrical and computer engineering from Instituto Superior Técnico – University of Lisbon in partnership with Carnegie Mellon University. He works at the University of Madeira and is a researcher with the Interactive Technologies Institute – LARSyS. His research interests include sleep analysis, pattern recognition, and machine learning.

Publications

2023

Baglat, Preety; Hayat, Ahatsham; Mendonça, Fábio; Gupta, Ankit; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado

Non-Destructive Banana Ripeness Detection Using Shallow and Deep Learning: A Systematic Review Journal Article

In: Sensors, vol. 23, no. 2, pp. 738, 2023.

BibTeX

2022

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Freitas, Diogo; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Heuristic Optimization of Deep and Shallow Classifiers: An Application for Electroencephalogram Cyclic Alternating Pattern Detection Journal Article

In: Entropy, vol. 24, no. 5, pp. 688, 2022.

BibTeX

Mendonça, Fábio; Fred, Ana L. N.; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Automatic detection of cyclic alternating pattern Journal Article

In: Neural Comput. Appl., vol. 34, no. 13, pp. 11097–11107, 2022.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.; Figueiredo, Mário A. T.

ProBoost: a Boosting Method for Probabilistic Classifiers Journal Article

In: CoRR, vol. abs/2209.01611, 2022.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Variational Autoencoder Kernel Interpretation and Selection for Classification Journal Article

In: CoRR, vol. abs/2209.04715, 2022.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Freitas, Diogo; Morgado-Dias, Fernando; Ravelo-García, Antonio G.

Heuristic Optimization of Deep and Shallow Classifiers: An Application for Electroencephalogram Cyclic Alternating Pattern Detection Journal Article

In: Entropy, vol. 24, no. 5, pp. 688, 2022.

Links | BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Freitas, Diogo; Morgado-Dias, Fernando; Ravelo-García, Antonio G.

Multiple Time Series Fusion Based on LSTM: An Application to CAP A Phase Classification Using EEG Journal Article

In: International Journal of Environmental Research and Public Health, vol. 19, no. 17, pp. 688, 2022.

Links | BibTeX

2021

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

A method based on cardiopulmonary coupling analysis for sleep quality assessment with FPGA implementation Journal Article

In: Artif. Intell. Medicine, vol. 112, pp. 102019, 2021.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Freitas, Diogo; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG Journal Article

In: CoRR, vol. abs/2112.11218, 2021.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Freitas, Diogo; Morgado-Dias, Fernando; Ravelo-Garc'ia, Antonio G

Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG Journal Article

In: arXiv, 2021.

BibTeX

2020

Mostafa, Sheikh Shanawaz; Mendonça, Fábio; Ravelo-García, Antonio G.; Juliá-Serdá, Gabriel; Dias, Fernando Morgado

Multi-Objective Hyperparameter Optimization of Convolutional Neural Network for Obstructive Sleep Apnea Detection Journal Article

In: IEEE Access, vol. 8, pp. 129586–129599, 2020.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Juliá-Serdá, Gabriel; Ravelo-García, Antonio G.

A Method for Sleep Quality Analysis Based on CNN Ensemble With Implementation in a Portable Wireless Device Journal Article

In: IEEE Access, vol. 8, pp. 158523–158537, 2020.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Cyclic alternating pattern estimation based on a probabilistic model over an EEG signal Journal Article

In: Biomed. Signal Process. Control., vol. 62, pp. 102063, 2020.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Matrix of Lags: A tool for analysis of multiple dependent time series applied for CAP scoring Journal Article

In: Comput. Methods Programs Biomed., vol. 189, pp. 105314, 2020.

BibTeX

Mostafa, Sheikh Shanawaz; Mendonça, Fábio; Juliá-Serdá, Gabriel; Dias, Fernando Morgado; Ravelo-García, Antonio G.

SC3: self-configuring classifier combination for obstructive sleep apnea Journal Article

In: Neural Comput. Appl., vol. 32, no. 24, pp. 17825–17841, 2020.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

An Oximetry Based Wireless Device for Sleep Apnea Detection Journal Article

In: Sensors, vol. 20, no. 3, pp. 888, 2020.

BibTeX

2019

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.; Penzel, Thomas

A Review of Approaches for Sleep Quality Analysis Journal Article

In: IEEE Access, vol. 7, pp. 24527–24546, 2019.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

A Portable Wireless Device for Cyclic Alternating Pattern Estimation from an EEG Monopolar Derivation Journal Article

In: Entropy, vol. 21, no. 12, pp. 1203, 2019.

BibTeX

Mostafa, Sheikh Shanawaz; Mendonça, Fábio; Ravelo-García, Antonio G.; Dias, Fernando Morgado

A Systematic Review of Detecting Sleep Apnea Using Deep Learning Journal Article

In: Sensors, vol. 19, no. 22, pp. 4934, 2019.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Ravelo-García, Antonio G.; Dias, Fernando Morgado; Penzel, Thomas

A Review of Obstructive Sleep Apnea Detection Approaches Journal Article

In: IEEE J. Biomed. Health Informatics, vol. 23, no. 2, pp. 825–837, 2019.

BibTeX

2018

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Navarro-Mesa, Juan L.; Juliá-Serdá, Gabriel; Ravelo-García, Antonio G.

A portable wireless device based on oximetry for sleep apnea detection Journal Article

In: Computing, vol. 100, no. 11, pp. 1203–1219, 2018.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Sleep Quality Analysis with Cardiopulmonary Coupling Inproceedings

In: ICBEA, pp. 1–6, IEEE, 2018.

BibTeX

Mendonça, Fábio; Fred, Ana L. N.; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Ravelo-García, Antonio G.

Automatic Detection of a Phases for CAP Classification Inproceedings

In: ICPRAM, pp. 394–400, SciTePress, 2018.

BibTeX

2017

Mendonça, Fábio; Mostafa, Sheikh S.; Dias, Fernando Morgado; Navarro-Mesa, J.; l Julia-Serda, G.; Ravelo-Garcia, Anatonio

A minimally invasive portable system for sleep apnea detection Conference

2017 International Conference and Workshop on Bioinspired Intelligence (IWOBI), 2017.

BibTeX

Mostafa, Sheikh S.; Mendonça, Fábio; Dias, Fernando Morgado; Ravelo-Garcia, Antonio

SpO2 based Sleep Apnea Detection using Deep Learning Conference

21st International Conference on Intelligent Engineering Systems (INES 2017), IEEE IEEE, Larnaca, Cyprus., 2017.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Navarro-Mesa, Juan L.; Juliá-Serdá, Gabriel; Ravelo-García, Antonio G.

A minimallyinvasive portable system for sleep apnea detection Inproceedings

In: IWOBI, pp. 1–5, IEEE, 2017.

BibTeX

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Dias, Fernando Morgado; Navarro-Mesa, Juan L.; Juliá-Serdá, Gabriel; Ravelo-García, Antonio G.

A Minimally Invasive Portable System for Sleep Apnea Detection Inproceedings

In: IWOBI, pp. 1–5, IEEE, 2017.

BibTeX