@article{DBLP:journals/sensors/BaglatHMGMD23,

title = {Non-Destructive Banana Ripeness Detection Using Shallow and Deep Learning: 

 A Systematic Review},

author = {Preety Baglat and Ahatsham Hayat and Fábio Mendonça and Ankit Gupta and Sheikh Shanawaz Mostafa and Fernando Morgado Dias},

year  = {2023},

date = {2023-01-01},

journal = {Sensors},

volume = {23},

number = {2},

pages = {738},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/entropy/MendoncaMFDR22,

title = {Heuristic Optimization of Deep and Shallow Classifiers: An Application 

 for Electroencephalogram Cyclic Alternating Pattern Detection},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Diogo Freitas and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2022},

date = {2022-01-01},

journal = {Entropy},

volume = {24},

number = {5},

pages = {688},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/nca/MendoncaFMDR22,

title = {Automatic detection of cyclic alternating pattern},

author = {Fábio Mendonça and Ana L. N. Fred and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2022},

date = {2022-01-01},

journal = {Neural Comput. Appl.},

volume = {34},

number = {13},

pages = {11097--11107},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2209-01611,

title = {ProBoost: a Boosting Method for Probabilistic Classifiers},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García and Mário A. T. Figueiredo},

year  = {2022},

date = {2022-01-01},

journal = {CoRR},

volume = {abs/2209.01611},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2209-04715,

title = {Variational Autoencoder Kernel Interpretation and Selection for Classification},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2022},

date = {2022-01-01},

journal = {CoRR},

volume = {abs/2209.04715},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mendonca20221,

title = {Heuristic Optimization of Deep and Shallow Classifiers: An Application for Electroencephalogram Cyclic Alternating Pattern Detection},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Diogo Freitas and Fernando Morgado-Dias and Antonio G. Ravelo-García},

doi = {10.3390/e24050688},

year  = {2022},

date = {2022-01-01},

journal = {Entropy},

volume = {24},

number = {5},

pages = {688},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mendonca20222,

title = {Multiple Time Series Fusion Based on LSTM: An Application to CAP A Phase Classification Using EEG},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Diogo Freitas and Fernando Morgado-Dias and Antonio G. Ravelo-García},

doi = {10.3390/ijerph191710892},

year  = {2022},

date = {2022-01-01},

journal = {International Journal of Environmental Research and Public Health},

volume = {19},

number = {17},

pages = {688},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/artmed/MendoncaMDR21,

title = {A method based on cardiopulmonary coupling analysis for sleep quality 

 assessment with FPGA implementation},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2021},

date = {2021-01-01},

journal = {Artif. Intell. Medicine},

volume = {112},

pages = {102019},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2112-11218,

title = {Multiple Time Series Fusion Based on LSTM An Application to CAP 

 A Phase Classification Using EEG},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Diogo Freitas and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2112.11218},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mendonca2021,

title = {Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Diogo Freitas and Fernando Morgado-Dias and Antonio G Ravelo-Garc'ia},

year  = {2021},

date = {2021-01-01},

journal = {arXiv},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/access/MostafaMRJD20,

title = {Multi-Objective Hyperparameter Optimization of Convolutional Neural 

 Network for Obstructive Sleep Apnea Detection},

author = {Sheikh Shanawaz Mostafa and Fábio Mendonça and Antonio G. Ravelo-García and Gabriel Juliá-Serdá and Fernando Morgado Dias},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Access},

volume = {8},

pages = {129586--129599},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/access/MendoncaMDJR20,

title = {A Method for Sleep Quality Analysis Based on CNN Ensemble With Implementation 

 in a Portable Wireless Device},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Gabriel Juliá-Serdá and Antonio G. Ravelo-García},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Access},

volume = {8},

pages = {158523--158537},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/bspc/MendoncaMDR20,

title = {Cyclic alternating pattern estimation based on a probabilistic model 

 over an EEG signal},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2020},

date = {2020-01-01},

journal = {Biomed. Signal Process. Control.},

volume = {62},

pages = {102063},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/cmpb/MendoncaMDR20,

title = {Matrix of Lags: A tool for analysis of multiple dependent time series 

 applied for CAP scoring},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2020},

date = {2020-01-01},

journal = {Comput. Methods Programs Biomed.},

volume = {189},

pages = {105314},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/cmpb/MostafaBRJD20,

title = {Greedy based convolutional neural network optimization for detecting 

 apnea},

author = {Sheikh Shanawaz Mostafa and Darío Baptista and Antonio G. Ravelo-García and Gabriel Juliá-Serdá and Fernando Morgado Dias},

year  = {2020},

date = {2020-01-01},

journal = {Comput. Methods Programs Biomed.},

volume = {197},

pages = {105640},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/nca/MostafaDR20,

title = {Comparison of SFS and mRMR for oximetry feature selection in obstructive 

 sleep apnea detection},

author = {Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2020},

date = {2020-01-01},

journal = {Neural Comput. Appl.},

volume = {32},

number = {20},

pages = {15711--15731},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/nca/MostafaAAD20,

title = {Design of sEMG-based clench force estimator in FPGA using artificial 

 neural networks},

author = {Sheikh Shanawaz Mostafa and Md. Abdul Awal and Mohiuddin Ahmad and Fernando Morgado Dias},

year  = {2020},

date = {2020-01-01},

journal = {Neural Comput. Appl.},

volume = {32},

number = {20},

pages = {15813--15823},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/nca/MostafaMJDR20,

title = {SC3: self-configuring classifier combination for obstructive sleep 

 apnea},

author = {Sheikh Shanawaz Mostafa and Fábio Mendonça and Gabriel Juliá-Serdá and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2020},

date = {2020-01-01},

journal = {Neural Comput. Appl.},

volume = {32},

number = {24},

pages = {17825--17841},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/sensors/MendoncaMDR20,

title = {An Oximetry Based Wireless Device for Sleep Apnea Detection},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2020},

date = {2020-01-01},

journal = {Sensors},

volume = {20},

number = {3},

pages = {888},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/access/MendoncaMDRP19,

title = {A Review of Approaches for Sleep Quality Analysis},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García and Thomas Penzel},

year  = {2019},

date = {2019-01-01},

journal = {IEEE Access},

volume = {7},

pages = {24527--24546},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/entropy/MendoncaMDR19,

title = {A Portable Wireless Device for Cyclic Alternating Pattern Estimation 

 from an EEG Monopolar Derivation},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Antonio G. Ravelo-García},

year  = {2019},

date = {2019-01-01},

journal = {Entropy},

volume = {21},

number = {12},

pages = {1203},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/sensors/MostafaMRD19,

title = {A Systematic Review of Detecting Sleep Apnea Using Deep Learning},

author = {Sheikh Shanawaz Mostafa and Fábio Mendonça and Antonio G. Ravelo-García and Fernando Morgado Dias},

year  = {2019},

date = {2019-01-01},

journal = {Sensors},

volume = {19},

number = {22},

pages = {4934},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/titb/MendoncaMRDP19,

title = {A Review of Obstructive Sleep Apnea Detection Approaches},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Antonio G. Ravelo-García and Fernando Morgado Dias and Thomas Penzel},

year  = {2019},

date = {2019-01-01},

journal = {IEEE J. Biomed. Health Informatics},

volume = {23},

number = {2},

pages = {825--837},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10645,

title = {Implementation Strategy of Convolution Neural Networks on Field Programmable Gate Arrays for Appliance Classification Using the Voltage and Current (V-I) Trajectory},

author = {Dario Baptista and Sheikh Mostafa and Lucas Pereira and Leonel Sousa and Dias F. Morgado},

url = {http://www.mdpi.com/1996-1073/11/9/2460},

doi = {10.3390/en11092460},

issn = {1996-1073},

year  = {2018},

date = {2018-09-01},

journal = {Energies},

volume = {11},

pages = {2460},

abstract = {
Specific information about types of appliances and their use in a specific time window could help determining in details the electrical energy consumption information. However, conventional main power meters fail to provide any specific information. One of the best ways to solve these problems is through non-intrusive load monitoring, which is cheaper and easier to implement than other methods. However, developing a classifier for deducing what kind of appliances are used at home is a difficult assignment, because the system should identify the appliance as fast as possible with a higher degree of certainty. To achieve all these requirements, a convolution neural network implemented on hardware was used to identify the appliance through the voltage and current (V-I) trajectory. For the implementation on hardware, a field programmable gate array (FPGA) was used to exploit processing parallelism in order to achieve optimal performance. To validate the design, a publicly available Plug Load Appliance Identification Dataset (PLAID), constituted by 11 different appliances, has been used. The overall average F-score achieved using this classifier is 78.16% for the PLAID 1 dataset. The convolution neural network implemented on hardware has a processing time of approximately 5.7 ms and a power consumption of 1.868 W.
},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/computing/MendoncaMDNJR18,

title = {A portable wireless device based on oximetry for sleep apnea detection},

author = {Fábio Mendonça and Sheikh Shanawaz Mostafa and Fernando Morgado Dias and Juan L. Navarro-Mesa and Gabriel Juliá-Serdá and Antonio G. Ravelo-García},

year  = {2018},

date = {2018-01-01},

journal = {Computing},

volume = {100},

number = {11},

pages = {1203--1219},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10365b,

title = {Full image-processing pipeline in field-programmable gate array for a small endoscopic camera},

author = {Sheikh S. Mostafa and L N. Sousa and N. F. Ferreira and R. M. Sousa and J. Santos and M. Wäny and Fernando Morgado Dias},

url = {https://doi.org/10.1117/1.JEI.26.1.013005},

doi = {10.1117/1.JEI.26.1.013005},

year  = {2017},

date = {2017-01-11},

journal = {Journal of Electronic Imaging},

volume = {26},

chapter = {013005},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/jei/MostafaSFSSWD17,

title = {Full image-processing pipeline in field-programmable gate array for 

 a small endoscopic camera},

author = {Sheikh Shanawaz Mostafa and Natércia Sousa and Nuno Fábio Ferreira and Ricardo M. Sousa and João Santos and Martin Wäny and Fernando Morgado Dias},

year  = {2017},

date = {2017-01-01},

journal = {J. Electronic Imaging},

volume = {26},

number = {1},

pages = {13005},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10364,

title = {Voiceless Bangla vowel recognition using sEMG signal},

author = {Sheikh S. Mostafa and M. A. Awal and Muhamad Ahmad and M. A. Rashid},

url = {https://link.springer.com/article/10.1186/s40064-016-3170-9},

doi = {https://doi.org/10.1186/s40064-016-3170-9},

isbn = {2193-1801},

year  = {2016},

date = {2016-01-01},

journal = {SpringerPlus},

volume = {5},

chapter = {1522},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10369,

title = {PERFORMANCE EVALUATION OF DIVERSIFIED SVM KERNEL FUNCTIONS FOR BREAST TUMOR EARLY PROGNOSIS},

author = {K. J. Reza and S. Khatun and M. F Jamlos and S. S. Mostafa},

year  = {2014},

date = {2014-03-01},

journal = {ARPN Journal of Engineering and Applied Sciences},

volume = {9},

chapter = {329},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10368,

title = {An adaptive level dependent wavelet thresholding for ECG denoising},

author = {M. A. Awal and S. S. Mostafa and M. Ahmad and M. A. Rashid},

url = {http://www.sciencedirect.com/science/article/pii/S0208521614000254},

doi = {https://doi.org/10.1016/j.bbe.2014.03.002},

year  = {2014},

date = {2014-01-01},

journal = {Biocybernetics and Biomedical Engineering},

volume = {34},

chapter = {238},

keywords = {},

pubstate = {published},

tppubtype = {article}

}