| 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 | 86 | 2023 |
| 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 | 19 | 2021 |
| 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 | 14 | 2022 |
| 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 | 11 | 2024 |
| Noise-based cyberattacks generating fake P300 waves in brain–computer interfaces ET Martínez Beltrán, M Quiles Pérez, S López Bernal, A Huertas Celdrán, ... Cluster Computing, 1-16, 2021 | 11 | 2021 |
| 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, Article ID 5517637, 2021 | 10 | 2021 |
| When brain-computer interfaces meet the metaverse: Landscape, demonstrator, trends, challenges, and concerns SL Bernal, MQ Pérez, ETM Beltrán, GM Pérez, AH Celdrán arXiv preprint arXiv:2212.03169, 2022 | 8 | 2022 |
| Analyzing the robustness of decentralized horizontal and vertical federated learning architectures in a non-IID scenario PMS Sánchez, AH Celdrán, ETM Beltrán, D Demeter, G Bovet, GM Pérez, ... arXiv preprint arXiv:2210.11061, 2022 | 8 | 2022 |
| Mitigating communications threats in decentralized federated learning through moving target defense ET Martínez Beltrán, PM Sánchez Sánchez, S López Bernal, G Bovet, ... Wireless Networks, 1-15, 2024 | 6 | 2024 |
| Data fusion in neuromarketing: Multimodal analysis of biosignals, lifecycle stages, current advances, datasets, trends, and challenges MQ Pérez, ETM Beltrán, SL Bernal, EH Prat, LM Del Campo, LF Maimó, ... Information Fusion, 102231, 2024 | 3* | 2024 |
| 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 | 3 | 2022 |
| 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 | 2* | 2024 |
| 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 | 2 | 2023 |
| 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 | 2* | 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 | 2 | 2023 |
| 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 | 1 | 2023 |
| Study of P300 Detection Performance by Different P300 Speller Approaches Using Electroencephalography SL Bernal, ETM Beltrán, MQ Pérez, RO Romero, AH Celdrán, GM Pérez 2022 IEEE 16th International Symposium on Medical Information and …, 2022 | 1 | 2022 |
| Stealth Spectrum Sensing Data Falsification Attacks Affecting IoT Spectrum Monitors on the Battlefield PMS Sánchez, ETM Beltrán, AH Celdrán, R Wassink, G Bovet, GM Pérez, ... MILCOM 2023-2023 IEEE Military Communications Conference (MILCOM), 673-678, 2023 | | 2023 |
| Fedstellar: a platform for training models in a privacy-preserving and decentralized fashion ET Martínez Beltrán, PM Sánchez Sánchez, S López Bernal, G Bovet, ... Proceedings of the International Joint Conference on Artificial Intelligence …, 2023 | | 2023 |
| Framework Seguro para Entrenar Modelos de Inteligencia Artificial Federados y Descentralizados ETM Beltrán, PMS Sánchez, SL Bernal, G Bovet, MG Pérez, GM Pérez, ... Actas de las VIII Jornadas Nacionales de Investigación en Ciberseguridad …, 2023 | | 2023 |
