MANGIA, MAURO
MANGIA, MAURO
DEI - DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Docenti di ruolo di IIa fascia
A Multiply-And-Max/Min Neuron Paradigm for Aggressively Prunable Deep Neural Networks
2025 Prono, L.; Bich, P.; Boretti, C.; Mangia, M.; Pareschi, F.; Rovatti, R.; Setti, G.
Beyond the Black Box: Advancing Transparency, Explainability, and Trust in AI for Space
2025 Manovi, L.; Gallon, R.; Furano, G.; Rovatti, R.; Mangia, M.; Menicucci, A.; Schiemenz, F.
Incremental Undersampling MRI Acquisition With Neural Self Assessment
2025 Martinini, F.; Mangia, M.; Marchioni, A.; Setti, G.; Rovatti, R.
On the Universal Approximation Properties of Deep Neural Networks Using MAM Neurons
2025 Bich, P.; Enttsel, A.; Prono, L.; Marchioni, A.; Pareschi, F.; Mangia, M.; Setti, G.; Rovatti, R.
The Role of Phase-Change Memory in Edge Computing and Analog In-Memory Computing: An Overview of Recent Research Contributions and Future Challenges
2025 Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Quqa, Said; Greco, Lorenzo; Mangia, Mauro; Pareschi, Fabio; Pasotti, Marco; Franchi Scarselli, Eleonora
A General Framework for the Assessment of Detectors of Anomalies in Time Series
2024 Enttsel, Andriy; Onofri, Silvia; Marchioni, Alex; Mangia, Mauro; Setti, Gianluca; Rovatti, Riccardo
Anomaly Detection Based on Compressed Data: An Information Theoretic Characterization
2024 Marchioni, Alex; Enttsel, Andriy; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca
Anomaly Detection-Reconstruction Trade-off in Autoencoder-based Compression
2024 Enttsel, A.; Marchioni, A.; Manovi, L.; Nikpali, R.; Ravaglia, G.; Setti, G.; Rovatti, R.; Mangia, M.
Enhancing Anomaly Detection with Entropy Regularization in Autoencoder-based Lightweight Compression
2024 Enttsel, A.; Marchioni, A.; Setti, G.; Mangia, M.; Rovatti, R.
Multi-class Similarity-based Approach for Remaining Useful Life Estimation
2024 Onofri, Silvia; Marchioni, Alex; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo
Onboard AI for Enhanced FDIR: Revolutionizing Spacecraft Operations with Anomaly Detection
2024 Livia Manovi; Antonio Leboffe; Alex Marchioni; Eleonora Mariotti; Mauro Mangia; Francesco Corallo; Davide Di Ienno; Ilaria Pinci; Riccardo Rovatti; Carlo Ciancarelli; Gianluca Furano
Optimized Machine Learning-based strategies for on-board S/C failure detection: software integration and testing on a space-qualified processor
2024 Leboffe, A.; Di Ienno, D.; Pinci, I.; Corallo, F.; Ciancarelli, C.; Mangia, M.; Manovi, L.; Marchioni, A.; Rovatti, R.; Mariotti, E.; Furano, G.
SVD-based Peephole and Clustering to Enhance Trustworthiness in DNN Classifiers
2024 Manovi, Livia; Capelli, Lorenzo; Marchioni, Alex; Martinini, Filippo; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo
Adapted Compressed Sensing with Incremental Encoder and Deep Performance Predictor for Low-Power Sensor Node Design
2023 Marchioni, A.; Martinini, F.; Manovi, L.; Cortesi, S.; Rovatti, R.; Setti, G.; Mangia, M.
Autoencoder-Based Features Extraction for the Health Monitoring in the Space domain
2023 Onofri, Silvia; Enttsel, Andriy; Manovi, Livia; Marchioni, Alex; Cognetta, Salvatore; Corallo, Francesco; Ciancarelli, Carlo; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca
Combined HW/SW Drift and Variability Mitigation for PCM-based Analog In-memory Computing for Neural Network Applications
2023 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
Decoding Algorithms and HW Strategies to Mitigate Uncertainties in a PCM-Based Analog Encoder for Compressed Sensing
2023 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
Event-based Classification with Recurrent Spiking Neural Networks on Low-end Micro-Controller Units
2023 Boretti C.; Prono L.; Frenkel C.; Indiveri G.; Pareschi F.; Mangia M.; Rovatti R.; Setti G.
Second-Order Statistic Deviation to Model Anomalies in the Design of Unsupervised Detectors
2023 Enttsel, Andriy; Martinini, Filippo; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca
Streaming Algorithms for Subspace Analysis: Comparative Review and Implementation on IoT Devices
2023 Marchioni, Alex; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| A Multiply-And-Max/Min Neuron Paradigm for Aggressively Prunable Deep Neural Networks | Prono, L.; Bich, P.; Boretti, C.; Mangia, M.; Pareschi, F.; Rovatti, R.; Setti, G. | 2025-01-01 | IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS | - | 1.01 Articolo in rivista | - |
| Beyond the Black Box: Advancing Transparency, Explainability, and Trust in AI for Space | Manovi, L.; Gallon, R.; Furano, G.; Rovatti, R.; Mangia, M.; Menicucci, A.; Schiemenz, F. | 2025-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Incremental Undersampling MRI Acquisition With Neural Self Assessment | Martinini, F.; Mangia, M.; Marchioni, A.; Setti, G.; Rovatti, R. | 2025-01-01 | SIGNAL PROCESSING | - | 1.01 Articolo in rivista | 1-s2.0-S0165168424003669-main.pdf |
| On the Universal Approximation Properties of Deep Neural Networks Using MAM Neurons | Bich, P.; Enttsel, A.; Prono, L.; Marchioni, A.; Pareschi, F.; Mangia, M.; Setti, G.; Rovatti, R. | 2025-01-01 | IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE | - | 1.01 Articolo in rivista | On_the_Universal_Approximation_Properties_of_Deep_Neural_Networks_Using_MAM_Neurons.pdf |
| The Role of Phase-Change Memory in Edge Computing and Analog In-Memory Computing: An Overview of Recent Research Contributions and Future Challenges | Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Quqa, Said; Greco, Lorenzo; Mangia, Mauro;... Pareschi, Fabio; Pasotti, Marco; Franchi Scarselli, Eleonora | 2025-01-01 | SENSORS | - | 1.01 Articolo in rivista | sensors-25-03618.pdf |
| A General Framework for the Assessment of Detectors of Anomalies in Time Series | Enttsel, Andriy; Onofri, Silvia; Marchioni, Alex; Mangia, Mauro; Setti, Gianluca; Rovatti, Riccardo | 2024-01-01 | IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS | - | 1.01 Articolo in rivista | A_General_Framework_for_the_Assessment_of_Detectors_of_Anomalies_in_Time_Series.pdf |
| Anomaly Detection Based on Compressed Data: An Information Theoretic Characterization | Marchioni, Alex; Enttsel, Andriy; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca | 2024-01-01 | IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS | - | 1.01 Articolo in rivista | Anomaly_Detection_Based_on_Compressed_Data_An_Information_Theoretic_Characterization.pdf |
| Anomaly Detection-Reconstruction Trade-off in Autoencoder-based Compression | Enttsel, A.; Marchioni, A.; Manovi, L.; Nikpali, R.; Ravaglia, G.; Setti, G.; Rovatti, R.; Mangia..., M. | 2024-01-01 | - | European Signal Processing Conference, EUSIPCO | 4.01 Contributo in Atti di convegno | - |
| Enhancing Anomaly Detection with Entropy Regularization in Autoencoder-based Lightweight Compression | Enttsel, A.; Marchioni, A.; Setti, G.; Mangia, M.; Rovatti, R. | 2024-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Multi-class Similarity-based Approach for Remaining Useful Life Estimation | Onofri, Silvia; Marchioni, Alex; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo | 2024-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Onboard AI for Enhanced FDIR: Revolutionizing Spacecraft Operations with Anomaly Detection | Livia Manovi; Antonio Leboffe; Alex Marchioni; Eleonora Mariotti; Mauro Mangia; Francesco Corallo...; Davide Di Ienno; Ilaria Pinci; Riccardo Rovatti; Carlo Ciancarelli; Gianluca Furano | 2024-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Optimized Machine Learning-based strategies for on-board S/C failure detection: software integration and testing on a space-qualified processor | Leboffe, A.; Di Ienno, D.; Pinci, I.; Corallo, F.; Ciancarelli, C.; Mangia, M.; Manovi, L.; March...ioni, A.; Rovatti, R.; Mariotti, E.; Furano, G. | 2024-01-01 | - | International Astronautical Federation, IAF | 4.01 Contributo in Atti di convegno | - |
| SVD-based Peephole and Clustering to Enhance Trustworthiness in DNN Classifiers | Manovi, Livia; Capelli, Lorenzo; Marchioni, Alex; Martinini, Filippo; Setti, Gianluca; Mangia, Ma...uro; Rovatti, Riccardo | 2024-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Adapted Compressed Sensing with Incremental Encoder and Deep Performance Predictor for Low-Power Sensor Node Design | Marchioni, A.; Martinini, F.; Manovi, L.; Cortesi, S.; Rovatti, R.; Setti, G.; Mangia, M. | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | adapted compressed sensing with incremental decoder post print.pdf |
| Autoencoder-Based Features Extraction for the Health Monitoring in the Space domain | Onofri, Silvia; Enttsel, Andriy; Manovi, Livia; Marchioni, Alex; Cognetta, Salvatore; Corallo, Fr...ancesco; Ciancarelli, Carlo; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Combined HW/SW Drift and Variability Mitigation for PCM-based Analog In-memory Computing for Neural Network Applications | 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 | 2023-01-01 | IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | Combined_HW_SW_Drift_and_Variability_Mitigation_for_PCM-based_Analog_In-memory_Computing_for_Neural_Network_Applications_IRIS.pdf |
| Decoding Algorithms and HW Strategies to Mitigate Uncertainties in a PCM-Based Analog Encoder for Compressed Sensing | Paolino, Carmine; Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Franchi Scarselli, Eleon...ora; Mangia, Mauro; Marchioni, Alex; Pareschi, Fabio; Setti, Gianluca; Rovatti, Riccardo; Luigi Torres, Mattia; Carissimi, Marcella; Pasotti, Marco | 2023-01-01 | JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS | - | 1.01 Articolo in rivista | jlpea-13-00017.pdf |
| Event-based Classification with Recurrent Spiking Neural Networks on Low-end Micro-Controller Units | Boretti C.; Prono L.; Frenkel C.; Indiveri G.; Pareschi F.; Mangia M.; Rovatti R.; Setti G. | 2023-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Second-Order Statistic Deviation to Model Anomalies in the Design of Unsupervised Detectors | Enttsel, Andriy; Martinini, Filippo; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gi...anluca | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Streaming Algorithms for Subspace Analysis: Comparative Review and Implementation on IoT Devices | Marchioni, Alex; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca | 2023-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | STREAMING ALGHORITHMS FOR SUBSPACE ANALYSIS post print.pdf |