| Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges ETM Beltrán, MQ Pérez, PMS Sánchez, SL Bernal, G Bovet, MG Pérez, ... IEEE Communications Surveys & Tutorials, 2023 | 688 | 2023 |
| Fedstellar: A platform for decentralized federated learning ETM Beltrán, ÁLP Gómez, C Feng, PMS Sánchez, SL Bernal, G Bovet, ... Expert Systems with Applications 242, 122861, 2024 | 98 | 2024 |
| Data fusion in neuromarketing: Multimodal analysis of biosignals, lifecycle stages, current advances, datasets, trends, and challenges MQ Perez, ETM Beltran, SL Bernal, EH Prat, LM Del Campo, LF Maimó, ... Information Fusion 105, 102231, 2024 | 37 | 2024 |
| SAFECAR: A brain–computer interface and intelligent framework to detect drivers’ distractions ETM Beltrán, MQ Pérez, SL Bernal, GM Pérez, AH Celdrán Expert Systems with Applications 203, 117402, 2022 | 28 | 2022 |
| COnVIDa: COVID-19 multidisciplinary data collection and dashboard ETM Beltrán, MQ Pérez, J Pastor-Galindo, P Nespoli, FJG Clemente, ... Journal of biomedical informatics 117, 103760, 2021 | 25 | 2021 |
| When brain-computer interfaces meet the metaverse: Landscape, demonstrator, trends, challenges, and concerns SL Bernal, MQ Pérez, ETM Beltrán, GM Pérez, AH Celdrán Neurocomputing, 129537, 2025 | 23 | 2025 |
| Mitigating communications threats in decentralized federated learning through moving target defense ET Martínez Beltrán, PM Sánchez Sánchez, S López Bernal, G Bovet, ... Wireless Networks 30 (9), 7407-7421, 2024 | 22 | 2024 |
| Noise-based cyberattacks generating fake P300 waves in brain–computer interfaces ET Martínez Beltrán, M Quiles Pérez, S López Bernal, A Huertas Celdran, ... Cluster Computing 25 (1), 33-48, 2022 | 22 | 2022 |
| & Celdrán, AH (2023). Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges ETM Beltrán, MQ Pérez, PMS Sánchez, SL Bernal, G Bovet, MG Pérez IEEE Communications Surveys & Tutorials, 0 | 19 | |
| Analyzing the robustness of decentralized horizontal and vertical federated learning architectures in a non-IID scenario PM Sánchez Sánchez, A Huertas Celdrán, ET Martínez Beltrán, ... Applied Intelligence 54 (8), 6637-6653, 2024 | 17* | 2024 |
| Breaching Subjects’ Thoughts Privacy: A Study with Visual Stimuli and Brain‐Computer Interfaces M Quiles Pérez, ET Martínez Beltrán, S López Bernal, A Huertas Celdrán, ... Journal of Healthcare Engineering 2021 (1), 5517637, 2021 | 16 | 2021 |
| Dart: A solution for decentralized federated learning model robustness analysis C Feng, AH Celdrán, J Von der Assen, ETM Beltrán, G Bovet, B Stiller Array 23, 100360, 2024 | 15 | 2024 |
| Studying Drowsiness Detection Performance while Driving through Scalable Machine Learning Models using Electroencephalography JMH Rogel, ETM Beltrán, MQ Pérez, SL Bernal, GM Pérez, AH Celdrán arXiv preprint arXiv:2209.04048, 2022 | 15 | 2022 |
| Sentinel: An Aggregation Function to Secure Decentralized Federated Learning C Feng, AH Celdran, J Baltensperger, ETM Beltran, G Bovet, B Stiller arXiv preprint arXiv:2310.08097, 2023 | 13 | 2023 |
| Studying Drowsiness Detection Performance While Driving Through Scalable Machine Learning Models Using Electroencephalography JM Hidalgo Rogel, ET Martínez Beltrán, M Quiles Pérez, S López Bernal, ... Cognitive Computation, 1-15, 2024 | 7 | 2024 |
| TemporalFED: Detecting cyberattacks in industrial time-series data using decentralized federated learning ÁLP Gómez, ETM Beltrán, PMS Sánchez, AH Celdrán arXiv preprint arXiv:2308.03554, 2023 | 7* | 2023 |
| SecBrain: A framework to detect cyberattacks revealing sensitive data in brain-computer interfaces ETM Beltrán, MQ Pérez, SL Bernal, AH Celdrán, GM Pérez Advances in Malware and Data-Driven Network Security, 176-198, 2022 | 7 | 2022 |
| Decentralized federated learning: Fundamentals, state-of-the-art, frameworks, trends, and challenges. arXiv 2022 ET Beltrán, MQ Pérez, PM Sánchez, SL Bernal, G Bovet, MG Pérez, ... arXiv preprint arXiv:2211.08413, 0 | 7 | |
| Opportunities for standardization in emergency scenarios in the European Union SL Bernal, MQ Pérez, ETM Beltrán, MCM Curto, Y Yanakiev, MG Pérez, ... International Journal of Medical Informatics 179, 105232, 2023 | 5 | 2023 |
| Analyzing the impact of Driving tasks when detecting emotions through brain–computer interfaces M Quiles Pérez, ET Martínez Beltrán, S López Bernal, G Martínez Pérez, ... Neural Computing and Applications 35 (12), 8883-8901, 2023 | 5 | 2023 |
