Profile Rahma Fourati
First Name
Rahma
Last Name
Fourati
Address
route soukra km 2.5
cité messadine résidence Donia 'E'
appartement N°10
Zip code
3038
Biography
Rahma Fourati was born in Sfax, Tunisia. She received the M.S. degree in 2011 from the Faculty of Economic Sciences and Management of Sfax (FSEGS) and she graduated from the National Engineering School of Sfax (ENIS) with a degree in Computer Engineering.
She received the Ph.D. degree in Computer Science Engineering at the ENIS in 2021 with the REsearch Group in Intelligent Machines (REGIM). Her research interests include Emotion recognition, Anxiety detection, Affective computing, EEG signals analysis, Recurrent Neural Networks, Deep generative models, Support Vector Machines, Simulink Modeling.
Research Interests
Neural networks, Generative models, Representation learning,
Evolutionary optimization, EEG signals analysis, DNN compression
H-index: 13 Total citation: 574
📚 Scientific Publications
| Title & Authors | Conference/Revue | Year | Citations |
|---|---|---|---|
| Tackling Reverberation and Binaural Data on Audio-Visual Speech Enhancement through RecognAVSE JR Manesco, L Passos, R Fourati, JP Papa, A Hussain |
Proc. AVSEC 2025, 6-9, 2025 | 2025 | 0 |
| Efficient and Sustainable Audio-Visual Speech Enhancement through Latency-Aware Pruned Model R Fourati, J Tmamna, JR Manesco, LA Passos, JP Papa, A Hussain |
Proc. AVSEC 2025, 10-13, 2025 | 2025 | 0 |
| A binary particle swarm optimization-based pruning approach for environmentally sustainable and robust CNNs J Tmamna, R Fourati, EB Ayed, LA Passos, JP Papa, MB Ayed, A Hussain |
Neurocomputing 608, 128378, 2024 | 2024 | 6 |
| Pruning deep neural networks for green energy-efficient models: A survey J Tmamna, EB Ayed, R Fourati, M Gogate, T Arslan, A Hussain, MB Ayed |
Cognitive Computation 16 (6), 2931-2952, 2024 | 2024 | 32 |
| A CNN pruning approach using constrained binary particle swarm optimization with a reduced search space for image classification J Tmamna, EB Ayed, R Fourati, A Hussain, MB Ayed |
Applied Soft Computing 164, 111978, 2024 | 2024 | 22 |
| A Multi-view Spatio-Temporal EEG Feature Learning for Cross-Subject Motor Imagery Classification A Hameed, R Fourati, B Ammar, J Sanchez-Medina, H Ltifi |
International Conference on Computational Collective Intelligence, 393-405, 2024 | 2024 | 0 |
| Temporal Focal Modulation Networks for EEG-Based Cross-Subject Motor Imagery Classification A Hameed, R Fourati, B Ammar, J Sanchez-Medina, H Ltifi |
International Conference on Computational Collective Intelligence, 445-457, 2024 | 2024 | 1 |
| On the Effect of Quantization on Deep Neural Networks Performance J Tmamna, R Fourati, H Ltifi |
International Conference on Computational Collective Intelligence, 144-156, 2024 | 2024 | 1 |
| A change severity degree-based dynamic multi-objective optimization algorithm with adaptive response strategy N Kouka, R Fourati, R Fdhila, A Hussain, AM Alimi |
Information Sciences 677, 120794, 2024 | 2024 | 3 |
| A mutual information-based many-objective optimization method for EEG channel selection in the epileptic seizure prediction task N Kouka, R Fourati, A Baghdadi, P Siarry, M Adel |
Cognitive Computation 16 (3), 1268-1286, 2024 | 2024 | 10 |
| Bare‐Bones particle Swarm optimization‐based quantization for fast and energy efficient convolutional neural networks J Tmamna, EB Ayed, R Fourati, A Hussain, MB Ayed |
Expert Systems 41 (4), e13522, 2024 | 2024 | 4 |
| RecognAVSE: An Audio-Visual Speech Enhancement Approach using Separable 3D convolutions and Deep Complex U-Net JR Manesco, LA Passos, R Fourati, JP Papa, A Hussain |
Proc. 3rd COG-MHEAR Workshop on Audio-Visual Speech Enhancement (AVSEC), 11-15, 2024 | 2024 | 3 |
| AVSE-Pruner: Filter Pruning of Audio-Visual Speech Enhancement System using Multi-objective Binary Particle Swarm Optimization R Fourati, J Tmamna, K Kouka, M Gogate, K Dashtipour, LA Passos, ... |
Proc. 3rd COG-MHEAR Workshop on Audio-Visual Speech Enhancement (AVSEC), 24-29, 2024 | 2024 | 2 |
| A novel IoT-based deep neural network for COVID-19 detection using a soft-attention mechanism Z Fki, B Ammar, R Fourati, H Fendri, A Hussain, M Ben Ayed |
Multimedia Tools and Applications 83, 54989–55009, 2024 | 2024 | 6 |
| Temporal–spatial transformer based motor imagery classification for BCI using independent component analysis A Hameed, R Fourati, B Ammar, A Ksibi, AS Alluhaidan, MB Ayed, ... |
Biomedical Signal Processing and Control 87, 105359, 2024 | 2024 | 38 |
| ReVQ-VAE: A Vector Quantization-Variational Autoencoder for COVID-19 Chest X-Ray Image Recovery N Tarhouni, R Fourati, M Charfeddine, CB Amar |
International Conference on Computational Collective Intelligence, 753-765, 2023 | 2023 | 0 |
| Data Analysis of Electromyostimulation Training Effect on Muscles and Sports Performance S Kallel, R Fourati |
2023 IEEE Symposium on Computers and Communications (ISCC), 884-888, 2023 | 2023 | 0 |
| A novel method for arabic text detection with interactive visualization I Ouali, R Fourati, MB Halima, A Wali |
2023 IEEE Symposium on Computers and Communications (ISCC), 1046-1050, 2023 | 2023 | 4 |
| An automatic vision transformer pruning method based on binary particle swarm optimization J Tmamna, EB Ayed, R Fourati, MB Ayed |
2023 IEEE Symposium on Computers and Communications (ISCC), 727-732, 2023 | 2023 | 3 |
| A channel-wise attention-based representation learning method for epileptic seizure detection and type classification A Baghdadi, R Fourati, Y Aribi, S Daoud, M Dammak, C Mhiri, ... |
Journal of Ambient Intelligence and Humanized Computing 14 (7), 9403-9418, 2023 | 2023 | 39 |
| EEG channel selection-based binary particle swarm optimization with recurrent convolutional autoencoder for emotion recognition N Kouka, R Fourati, R Fdhila, P Siarry, AM Alimi |
Biomedical Signal Processing and Control 84, 104783, 2023 | 2023 | 37 |
| A novel approach of many-objective particle swarm optimization with cooperative agents based on an inverted generational distance indicator N Kouka, F BenSaid, R Fdhila, R Fourati, A Hussain, AM Alimi |
Information Sciences 623, 220-241, 2023 | 2023 | 38 |
| A novel internet of things based on deep neural network framework using soft-attention convolutional neural networks for COVID-19 detection Z Fki, B Ammar, R Fourati, H Fendri, E Daoued, Z Mnif, A Hussain, ... |
2022 | 0 | |
| Unsupervised learning in reservoir computing for eeg-based emotion recognition R Fourati, B Ammar, J Sanchez-Medina, AM Alimi |
IEEE Transactions on Affective Computing, 2022 | 2022 | 72 |
| Psychological stimulation for anxious states detection based on EEG-related features A Baghdadi, Y Aribi, R Fourati, N Halouani, P Siarry, A Alimi |
Journal of Ambient Intelligence and Humanized Computing 12 (8), 8519-8533, 2021 | 2021 | 47 |
| EEG feature learning with intrinsic plasticity based deep echo state network R Fourati, B Ammar, Y Jin, AM Alimi |
2020 international joint conference on neural networks (IJCNN), 1-8, 2020 | 2020 | 17 |
| Robust feature learning method for epileptic seizures prediction based on long-term EEG signals A Baghdadi, R Fourati, Y Aribi, P Siarry, AM Alimi |
2020 international joint conference on neural networks (IJCNN), 1-7, 2020 | 2020 | 19 |
| Dasps: A database for anxious states based on a psychological stimulation A Baghdadi, Y Aribi, R Fourati, N Halouani, P Siarry, AM Alimi |
arXiv preprint arXiv:1901.02942, 2019 | 2019 | 38 |
| Optimized echo state network with intrinsic plasticity for EEG-based emotion recognition R Fourati, B Ammar, C Aouiti, J Sanchez-Medina, AM Alimi |
International conference on neural information processing, 718-727, 2017 | 2017 | 44 |
| Improved recurrent neural network architecture for svm learning R Fourati, C Aouiti, AM Alimi |
2015 15th International Conference on Intelligent Systems Design and�…, 2015 | 2015 | 4 |
| A metric-based approach for anti-pattern detection in UML designs R Fourati, N Bouassida, HB Abdallah |
Computer and Information Science 2011, 17-33, 2011 | 2011 | 84 |
| Hybridation de la r�gle intrins�que avec PSO dans un r�seau d’�tat d’�cho pour la reconnaissance d’anxi�t� A Baghdadi, R Fourati, Y Aribi, P Siarry, AM Alimi |
0 | 0 |