MARCHIONI, ALEX
MARCHIONI, ALEX
DEI - DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Dottorandi
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.
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
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
Innovative ML-based Methods for Automated On-board Spacecraft Anomaly Detection
2023 Ciancarelli, C.; Mariotti, E.; Corallo, F.; Cognetta, S.; Manovi, L.; Marchioni, A.; Mangia, M.; Rovatti, R.; Furano, 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
Structured Pruning in Deep Neural Networks with Trainable Probability Masks
2023 Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Rovatti, R.; Setti, G.
A Deep Learning Method for Optimal Undersampling Patterns and Image Recovery for MRI Exploiting Losses and Projections
2022 Martinini F.; Mangia M.; Marchioni A.; Rovatti R.; Setti G.
Binary Compressed Sensing of ECG by Neural Matrix Optimization and Support Oracle
2022 Martinini, Filippo; Enttsel, Andriy; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca
New Concepts Of Automated Anomaly Detection In Space Operations Through ML-Based Techniques
2022 Ciancarelli C.; Corallo F.; Cognetta S.; Mariotti E.; Manovi L.; Mangia M.; Marchioni A.; Rovatti R.; Pareschi F.; Setti G.
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| 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 |
| 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 | - |
| 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 |
| Innovative ML-based Methods for Automated On-board Spacecraft Anomaly Detection | Ciancarelli, C.; Mariotti, E.; Corallo, F.; Cognetta, S.; Manovi, L.; Marchioni, A.; Mangia, M.; ...Rovatti, R.; Furano, G. | 2023-01-01 | - | Springer Science and Business Media Deutschland GmbH | 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 |
| Structured Pruning in Deep Neural Networks with Trainable Probability Masks | Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Rovatti, R.; Setti, G. | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | MWCAS2023_pruning.pdf |
| A Deep Learning Method for Optimal Undersampling Patterns and Image Recovery for MRI Exploiting Losses and Projections | Martinini F.; Mangia M.; Marchioni A.; Rovatti R.; Setti G. | 2022-01-01 | IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING | - | 1.01 Articolo in rivista | 11585_907386.pdf |
| Binary Compressed Sensing of ECG by Neural Matrix Optimization and Support Oracle | Martinini, Filippo; Enttsel, Andriy; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gi...anluca | 2022-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| New Concepts Of Automated Anomaly Detection In Space Operations Through ML-Based Techniques | Ciancarelli C.; Corallo F.; Cognetta S.; Mariotti E.; Manovi L.; Mangia M.; Marchioni A.; Rovatti... R.; Pareschi F.; Setti G. | 2022-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |