| Non-intrusive load monitoring by using active and reactive power in additive Factorial Hidden Markov Models R Bonfigli, E Principi, M Fagiani, M Severini, S Squartini, F Piazza Applied Energy 208, 1590-1607, 2017 | 76 | 2017 |
| Denoising autoencoders for non-intrusive load monitoring: improvements and comparative evaluation R Bonfigli, A Felicetti, E Principi, M Fagiani, S Squartini, F Piazza Energy and Buildings 158, 1461-1474, 2018 | 65 | 2018 |
| An integrated system for voice command recognition and emergency detection based on audio signals E Principi, S Squartini, R Bonfigli, G Ferroni, F Piazza Expert Systems with Applications 42 (13), 5668-5683, 2015 | 41 | 2015 |
| A neural network based algorithm for speaker localization in a multi-room environment F Vesperini, P Vecchiotti, E Principi, S Squartini, F Piazza 2016 IEEE 26th International Workshop on Machine Learning for Signal …, 2016 | 36 | 2016 |
| Unsupervised electric motor fault detection by using deep autoencoders E Principi, D Rossetti, S Squartini, F Piazza IEEE/CAA Journal of Automatica Sinica 6 (2), 441-451, 2019 | 33 | 2019 |
| Acoustic novelty detection with adversarial autoencoders E Principi, F Vesperini, S Squartini, F Piazza 2017 International Joint Conference on Neural Networks (IJCNN), 3324-3330, 2017 | 29 | 2017 |
| Acoustic cues from the floor: a new approach for fall classification E Principi, D Droghini, S Squartini, P Olivetti, F Piazza Expert Systems with Applications 60, 51-61, 2016 | 29 | 2016 |
| Acoustic template-matching for automatic emergency state detection: An ELM based algorithm E Principi, S Squartini, E Cambria, F Piazza Neurocomputing 149, 426-434, 2015 | 24 | 2015 |
| Polyphonic sound event detection by using capsule neural networks F Vesperini, L Gabrielli, E Principi, S Squartini IEEE Journal of Selected Topics in Signal Processing 13 (2), 310-322, 2019 | 22 | 2019 |
| Environmental robust speech and speaker recognition through multi-channel histogram equalization S Squartini, E Principi, R Rotili, F Piazza Neurocomputing 78 (1), 111-120, 2012 | 22 | 2012 |
| Localizing speakers in multiple rooms by using deep neural networks F Vesperini, P Vecchiotti, E Principi, S Squartini, F Piazza Computer Speech & Language 49, 83-106, 2018 | 20 | 2018 |
| Comparative evaluation of single-channel MMSE-based noise reduction schemes for speech recognition E Principi, S Cifani, R Rotili, S Squartini, F Piazza Journal of Electrical and Computer Engineering 2010, 2010 | 20 | 2010 |
| A combined one-class SVM and template-matching approach for user-aided human fall detection by means of floor acoustic features D Droghini, D Ferretti, E Principi, S Squartini, F Piazza Computational intelligence and neuroscience 2017, 2017 | 18 | 2017 |
| A deep neural network approach for voice activity detection in multi-room domestic scenarios G Ferroni, R Bonfigli, E Principi, S Squartini, F Piazza 2015 International Joint Conference on Neural Networks (IJCNN), 1-8, 2015 | 18 | 2015 |
| A distributed system for recognizing home automation commands and distress calls in the Italian language. E Principi, S Squartini, F Piazza, D Fuselli, M Bonifazi Interspeech, 2049-2053, 2013 | 18 | 2013 |
| Few-shot siamese neural networks employing audio features for human-fall detection D Droghini, F Vesperini, E Principi, S Squartini, F Piazza Proceedings of the International Conference on Pattern Recognition and …, 2018 | 16 | 2018 |
| A non-intrusive load monitoring algorithm based on non-uniform sampling of power data and deep neural networks M Fagiani, R Bonfigli, E Principi, S Squartini, L Mandolini Energies 12 (7), 1371, 2019 | 15 | 2019 |
| A multichannel noise reduction front-end based on psychoacoustics for robust speech recognition in highly noisy environments S Cifani, E Principi, C Rocchi, S Squartini, F Piazza 2008 Hands-Free Speech Communication and Microphone Arrays, 172-175, 2008 | 15 | 2008 |
| Exploiting the reactive power in deep neural models for non-intrusive load monitoring M Valenti, R Bonfigli, E Principi, S Squartini 2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018 | 14 | 2018 |
| Deep neural networks for multi-room voice activity detection: Advancements and comparative evaluation F Vesperini, P Vecchiotti, E Principi, S Squartini, F Piazza 2016 International Joint Conference on Neural Networks (IJCNN), 3391-3398, 2016 | 14 | 2016 |
stefano squartiniFull Professor in Electrical Engineering, Università Politecnica delle MarcheAdresse e-mail validée de univpm.it
