Fábio Mendonça

Biography

Fábio Mendonça received the BS and MSc degrees in electrical and telecommunications engineering from the University of Madeira and the PhD 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

31 entries « 1 of 4 »

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

Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Gupta, Ankit; Arnardottir, Erna Sif; Leppänen, Timo; Morgado-Dias, Fernando; Ravelo-García, Antonio G

A-phase index: an alternative view for sleep stability analysis based on automatic detection of the A-phases from the cyclic alternating pattern Journal Article

In: Sleep, vol. 46, no. 1, pp. zsac217, 2023.

BibTeX

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

Visual Explanations of Deep Learning Architectures in Predicting Cyclic Alternating Patterns Using Wavelet Transforms Journal Article

In: Electronics, vol. 12, no. 13, pp. 2954, 2023.

BibTeX

Alves, Décio; Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Morgado-Dias, Fernando

Automated Aviation Wind Nowcasting: Exploring Feature-Based Machine Learning Methods Journal Article

In: Applied Sciences, vol. 13, no. 18, pp. 10221, 2023.

BibTeX

Alves, Décio; Mendonça, Fábio; Mostafa, Sheikh Shanawaz; Morgado-Dias, Fernando

The Potential of Machine Learning for Wind Speed and Direction Short-Term Forecasting: A Systematic Review Journal Article

In: Computers, vol. 12, no. 10, pp. 206, 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

31 entries « 1 of 4 »