Enttsel, Andriy; Onofri, Silvia; Marchioni, Alex; Mangia, Mauro; Setti, Gianluca; Rovatti, Riccardo, A General Framework for the Assessment of Detectors of Anomalies in Time Series, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2024, 20, Article number: 10583949 , pp. 12051 - 12061 [Scientific article]Open Access
Marchioni, Alex; Enttsel, Andriy; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Anomaly Detection Based on Compressed Data: An Information Theoretic Characterization, «IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS», 2024, 54, Article number: 10233222 , pp. 23 - 38 [Scientific article]Open Access
Livia Manovi; Antonio Leboffe; Alex Marchioni; Eleonora Mariotti; Mauro Mangia; Francesco Corallo; Davide Di Ienno; Ilaria Pinci; Riccardo Rovatti; Carlo Ciancarelli; Gianluca Furano, Onboard AI for Enhanced FDIR: Revolutionizing Spacecraft Operations with Anomaly Detection, in: Dominik Dold; Alexander Hadjiivanov; Dario Izzo, Proceedings of SPAICE2024: The First Joint European Space Agency / IAA Conference on AI in and for Space, 2024, pp. 116 - 120 (atti di: SPAICE2024: The First Joint European Space Agency / IAA Conference on AI in and for Space (SPAICE2024), ESA European Centre for Space Applications and Telecommunications (ECSAT), Harwell, UK, 2024, October) [Contribution to conference proceedings]
Manovi, Livia; Capelli, Lorenzo; Marchioni, Alex; Martinini, Filippo; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo, SVD-based Peephole and Clustering to Enhance Trustworthiness in DNN Classifiers, in: Proceedings of 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2024, abs/2006.02399, pp. 129 - 133 (atti di: 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), Khalifa University, Abu Dhabi, UAE, 22 – 25 Apr 2024) [Contribution to conference proceedings]
Marchioni, A.; Martinini, F.; Manovi, L.; Cortesi, S.; Rovatti, R.; Setti, G.; Mangia, M., Adapted Compressed Sensing with Incremental Encoder and Deep Performance Predictor for Low-Power Sensor Node Design, in: 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 1 - 6 (atti di: 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Kuala Lumpur, Malaysia, 22-25 May 2023) [Contribution to conference proceedings]
Onofri, Silvia; Enttsel, Andriy; Manovi, Livia; Marchioni, Alex; Cognetta, Salvatore; Corallo, Francesco; Ciancarelli, Carlo; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Autoencoder-Based Features Extraction for the Health Monitoring in the Space domain, in: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), 2023, pp. 458 - 462 (atti di: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), Tempe, AZ, USA, 06-09 August 2023) [Contribution to conference proceedings]
Alessio Antolini, Carmine Paolino, Francesco Zavalloni, Andrea Lico, Eleonora Franchi Scarselli, Mauro Mangia, Fabio Pareschi, Gianluca Setti, Riccardo Rovatti, Mattia Luigi Torres, Marcella Carissimi, Marco Pasotti, Combined HW/SW Drift and Variability Mitigation for PCM-based Analog In-memory Computing for Neural Network Applications, «IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2023, 13, Article number: 10035378 , pp. 395 - 407 [Scientific article]Open Access
Paolino, Carmine; Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Franchi Scarselli, Eleonora; Mangia, Mauro; Marchioni, Alex; Pareschi, Fabio; Setti, Gianluca; Rovatti, Riccardo; Luigi Torres, Mattia; Carissimi, Marcella; Pasotti, Marco, Decoding Algorithms and HW Strategies to Mitigate Uncertainties in a PCM-Based Analog Encoder for Compressed Sensing, «JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS», 2023, 13, Article number: 17 , pp. 1 - 13 [Scientific article]Open Access
Boretti C.; Prono L.; Frenkel C.; Indiveri G.; Pareschi F.; Mangia M.; Rovatti R.; Setti G., Event-based Classification with Recurrent Spiking Neural Networks on Low-end Micro-Controller Units, in: Proceedings - IEEE International Symposium on Circuits and Systems, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2023, 2023-, pp. N/A - N/A (atti di: 56th IEEE International Symposium on Circuits and Systems, ISCAS 2023, usa, 2023) [Contribution to conference proceedings]
Enttsel, Andriy; Martinini, Filippo; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Second-Order Statistic Deviation to Model Anomalies in the Design of Unsupervised Detectors, in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023, pp. 1 - 5 (atti di: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 04-10 June 2023) [Contribution to conference proceedings]
Marchioni, Alex; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Streaming Algorithms for Subspace Analysis: Comparative Review and Implementation on IoT Devices, «IEEE INTERNET OF THINGS JOURNAL», 2023, 10, Article number: 10068729 , pp. 12798 - 12810 [Scientific article]Open Access
Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Rovatti, R.; Setti, G., Structured Pruning in Deep Neural Networks with Trainable Probability Masks, in: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), IEEE, 2023, pp. 1020 - 1024 (atti di: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), Tempe, AZ, USA, 06-09 August 2023) [Contribution to conference proceedings]
Martinini F.; Mangia M.; Marchioni A.; Rovatti R.; Setti G., A Deep Learning Method for Optimal Undersampling Patterns and Image Recovery for MRI Exploiting Losses and Projections, «IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING», 2022, 16, Article number: 9765323 , pp. 713 - 724 [Scientific article]Open Access
Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, A Non-conventional Sum-and-Max based Neural Network layer for Low Power Classification, in: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022, pp. 712 - 716 (atti di: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]
Bich, Philippe; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Aggressively prunable MAM²-based Deep Neural Oracle for ECG acquisition by Compressed Sensing, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 163 - 167 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]
