| Machine learning in beyond 5G/6G networks—State-of-the-art and future trends VP Rekkas, S Sotiroudis, P Sarigiannidis, S Wan, GK Karagiannidis, ... Electronics 10 (22), 2786, 2021 | 118 | 2021 |
| Application of a composite differential evolution algorithm in optimal neural network design for propagation path-loss prediction in mobile communication systems SP Sotiroudis, SK Goudos, KA Gotsis, K Siakavara, JN Sahalos IEEE Antennas and Wireless Propagation Letters 12, 364-367, 2013 | 103 | 2013 |
| Mobile radio propagation path loss prediction using artificial neural networks with optimal input information for urban environments SP Sotiroudis, K Siakavara AEU-International Journal of Electronics and Communications 69 (10), 1453-1463, 2015 | 62 | 2015 |
| Fusing diverse input modalities for path loss prediction: A deep learning approach SP Sotiroudis, P Sarigiannidis, SK Goudos, K Siakavara Ieee Access 9, 30441-30451, 2021 | 49 | 2021 |
| A neural network approach to the prediction of the propagation path-loss for mobile communications systems in urban environments SP Sotiroudis, K Siakavara, JN Sahalos Piers Online 3 (8), 1175-1179, 2007 | 44 | 2007 |
| Deep learning for radio propagation: Using image-driven regression to estimate path loss in urban areas SP Sotiroudis, SK Goudos, K Siakavara ICT Express 6 (3), 160-165, 2020 | 41 | 2020 |
| Neural networks and random forests: A comparison regarding prediction of propagation path loss for NB-IoT networks SP Sotiroudis, SK Goudos, K Siakavara 2019 8th International Conference on Modern Circuits and Systems …, 2019 | 38 | 2019 |
| Music deep learning: deep learning methods for music signal processing—a review of the state-of-the-art L Moysis, LA Iliadis, SP Sotiroudis, AD Boursianis, MS Papadopoulou, ... Ieee Access 11, 17031-17052, 2023 | 31 | 2023 |
| Feature importances: A tool to explain radio propagation and reduce model complexity SP Sotiroudis, SK Goudos, K Siakavara Telecom 1 (2), 9, 2020 | 25 | 2020 |
| Unsupervised machine learning in 6G networks-state-of-the-art and future trends VP Rekkas, S Sotiroudis, P Sarigiannidis, GK Karagiannidis, SK Goudos 2021 10th international conference on modern circuits and systems …, 2021 | 24 | 2021 |
| Enhancing machine learning models for path loss prediction using image texture techniques SP Sotiroudis, K Siakavara, GP Koudouridis, P Sarigiannidis, SK Goudos IEEE Antennas and Wireless Propagation Letters 20 (8), 1443-1447, 2021 | 21 | 2021 |
| Modeling by optimal artificial neural networks the prediction of propagation path loss in urban environments SP Sotiroudis, SK Goudos, KA Gotsis, K Siakavara, JN Sahalos 2013 IEEE-APS Topical Conference on Antennas and Propagation in Wireless …, 2013 | 21 | 2013 |
| Optimal artificial neural network design for propagation path-loss prediction using adaptive evolutionary algorithms SP Sotiroudis, SK Goudos, KA Gotsis, K Siakavara, JN Sahalos 2013 7th European Conference on Antennas and Propagation (EuCAP), 3795-3799, 2013 | 19 | 2013 |
| The road to 6G: a comprehensive survey of deep learning applications in cell-free massive MIMO communications systems LA Iliadis, ZD Zaharis, S Sotiroudis, P Sarigiannidis, GK Karagiannidis, ... EURASIP Journal on Wireless Communications and Networking 2022 (1), 68, 2022 | 17 | 2022 |
| Artificial intelligence in visible light positioning for indoor IoT: A methodological review VP Rekkas, LA Iliadis, SP Sotiroudis, AD Boursianis, P Sarigiannidis, ... IEEE Open Journal of the Communications Society 4, 2838-2869, 2023 | 14 | 2023 |
| From spatial urban site data to path loss prediction: An ensemble learning approach SP Sotiroudis, AD Boursianis, SK Goudos, K Siakavara IEEE Transactions on Antennas and Propagation 70 (7), 6101-6105, 2021 | 11 | 2021 |
| Evolutionary ensemble learning pathloss prediction for 4G and 5G flying base stations with UAVs SP Sotiroudis, G Athanasiadou, G Tsoulos, P Sarigiannidis, ... IEEE Transactions on Antennas and Propagation 71 (7), 5994-6005, 2023 | 9 | 2023 |
| Ensemble learning for 5G flying base station path loss modelling SP Sotiroudis, G Athanasiadou, GV Tsoulos, C Christodoulou, SK Goudos 2022 16th European Conference on Antennas and Propagation (EuCAP), 1-4, 2022 | 9 | 2022 |
| Visible light positioning: A machine learning approach VP Rekkas, S Sotiroudis, D Plets, W Joseph, SK Goudos 2022 7th South-East Europe Design Automation, Computer Engineering, Computer …, 2022 | 7 | 2022 |
| Comparing machine learning methods for air-to-ground path loss prediction G Vergos, SP Sotiroudis, G Athanasiadou, GV Tsoulos, SK Goudos 2021 10th International Conference on Modern Circuits and Systems …, 2021 | 7 | 2021 |
