| Federated learning with cooperating devices: A consensus approach for massive IoT networks S Savazzi, M Nicoli, V Rampa IEEE Internet of Things Journal 7 (5), 4641-4654, 2020 | 400 | 2020 |
| Wireless sensor networks for traffic management and road safety A Pascale, M Nicoli, F Deflorio, B Dalla Chiara, U Spagnolini IET Intelligent Transport Systems 6 (1), 67-77, 2012 | 150 | 2012 |
| Hidden Markov models for radio localization in mixed LOS/NLOS conditions C Morelli, M Nicoli, V Rampa, U Spagnolini IEEE Transactions on Signal Processing 55 (4), 1525-1542, 2007 | 144 | 2007 |
| Implicit cooperative positioning in vehicular networks G Soatti, M Nicoli, N Garcia, B Denis, R Raulefs, H Wymeersch IEEE Transactions on Intelligent Transportation Systems 19 (12), 3964-3980, 2018 | 142 | 2018 |
| Opportunities of federated learning in connected, cooperative, and automated industrial systems S Savazzi, M Nicoli, M Bennis, S Kianoush, L Barbieri IEEE Communications Magazine 59 (2), 16-21, 2021 | 139 | 2021 |
| Device-free radio vision for assisted living: Leveraging wireless channel quality information for human sensing S Savazzi, S Sigg, M Nicoli, V Rampa, S Kianoush, U Spagnolini IEEE Signal Processing Magazine 33 (2), 45-58, 2016 | 135 | 2016 |
| UWB localization in a smart factory: Augmentation methods and experimental assessment L Barbieri, M Brambilla, A Trabattoni, S Mervic, M Nicoli IEEE Transactions on Instrumentation and Measurement 70, 1-18, 2021 | 131 | 2021 |
| A Bayesian Approach to Device-free Localization: Modeling and Experimental Assessment S Savazzi, M Nicoli, F Carminati, M Riva IEEE Journal of Selected Topics in Signal Processing 8 (1), 16-29, 2014 | 122 | 2014 |
| Decentralized federated learning for healthcare networks: A case study on tumor segmentation BC Tedeschini, S Savazzi, R Stoklasa, L Barbieri, I Stathopoulos, M Nicoli, ... IEEE access 10, 8693-8708, 2022 | 113 | 2022 |
| Decentralized federated learning for extended sensing in 6G connected vehicles L Barbieri, S Savazzi, M Brambilla, M Nicoli Vehicular Communications 33, 100396, 2022 | 90 | 2022 |
| Ultra-wide band sensor networks in oil and gas explorations S Savazzi, U Spagnolini, L Goratti, D Molteni, M Latva-Aho, M Nicoli IEEE Communications Magazine 51 (4), 150-160, 2013 | 87 | 2013 |
| Adaptive Bayesian network for traffic flow prediction A Pascale, M Nicoli 2011 IEEE Statistical Signal Processing Workshop (SSP), 177-180, 2011 | 87 | 2011 |
| Augmenting vehicle localization by cooperative sensing of the driving environment: Insight on data association in urban traffic scenarios M Brambilla, M Nicoli, G Soatti, F Deflorio IEEE Transactions on Intelligent Transportation Systems 21 (4), 1646-1663, 2019 | 82 | 2019 |
| A jump Markov particle filter for localization of moving terminals in multipath indoor scenarios M Nicoli, C Morelli, V Rampa IEEE Transactions on Signal Processing 56 (8), 3801-3809, 2008 | 80 | 2008 |
| Method to improve channel estimate in broadband SIMO/MIMO cellular radio networks during abrupt interference variations M Nicoli, L Sampietro, C Santacesaria, O Simeone, U Spagnolini US Patent 7,756,007, 2010 | 63 | 2010 |
| Multislot estimation of fast-varying space-time communication channels M Nicoli, O Simeone, U Spagnolini IEEE Transactions on Signal Processing 51 (5), 1184-1195, 2003 | 61 | 2003 |
| Consensus-based algorithms for distributed network-state estimation and localization G Soatti, M Nicoli, S Savazzi, U Spagnolini IEEE Transactions on Signal and Information Processing over Networks 3 (2 …, 2016 | 60 | 2016 |
| A wireless cloud network platform for industrial process automation: Critical data publishing and distributed sensing L Ascorti, S Savazzi, G Soatti, M Nicoli, E Sisinni, S Galimberti IEEE Transactions on Instrumentation and Measurement 66 (4), 592-603, 2017 | 59 | 2017 |
| Particle filters for RSS-based localization in wireless sensor networks: An experimental study C Morelli, M Nicoli, V Rampa, U Spagnolini, C Alippi 2006 IEEE International Conference on Acoustics Speech and Signal Processing …, 2006 | 57 | 2006 |
| Physical modeling and performance bounds for device-free localization systems V Rampa, S Savazzi, M Nicoli, M D’Amico IEEE Signal processing letters 22 (11), 1864-1868, 2015 | 55 | 2015 |
Umberto SpagnoliniFull Professor - Statistical Signal Processing Politecnico di MilanoVerified email at polimi.it