Archivio Istituzionale della RicercaBURRELLO, ALESSIO
BURRELLO, ALESSIO
Dipartimento Interateneo di Scienze, Progetto e Politiche del Territorio
036284
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes
2024 Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele
A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes
2023 Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices
2023 Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant
2023 Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta Pia; Comai, Giorgia; Corradetti, Valeria; Grange, Cristina; Orlando, Giuseppe; Bonafè, Massimiliano; La Manna, Gaetano; Barile, Lucio; Bussolati, Benedetta
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2023 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring
2022 Moallemi, Amirhossein; Burrello, Alessio; Brunelli, Davide; Benini, Luca
Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs
2022 Palossi, D; Zimmerman, N; Burrello, A; Conti, F; Muller, H; Gambardella, Lm; Benini, L; Giusti, A; Guzzi, J
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
2022 Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
Machine learning applied to ambulatory blood pressure monitoring: a new tool to diagnose autonomic failure?
2022 Vallelonga, Fabrizio; Sobrero, G; Merola, A; Valente, M; Giudici, M; Di Stefano, C; Milazzo, V; Burrello, J; Burrello, A; Veglio, F; Romagnolo, A; Maule, S
Prediction of All-Cause Mortality Following Percutaneous Coronary Intervention in Bifurcation Lesions Using Machine Learning Algorithms
2022 Burrello, J.; Gallone, G.; Burrello, A.; Jahier Pagliari, D.; Ploumen, E. H.; Iannaccone, M.; De Luca, L.; Zocca, P.; Patti, G.; Cerrato, E.; Wojakowski, W.; Venuti, G.; De Filippo, O.; Mattesini, A.; Ryan, N.; Helft, G.; Muscoli, S.; Kan, J.; Sheiban, I.; Parma, R.; Trabattoni, D.; Giammaria, M.; Truffa, A.; Piroli, F.; Imori, Y.; Cortese, B.; Omede, P.; Conrotto, F.; Chen, S. -L.; Escaned, J.; Buiten, R. A.; Von Birgelen, C.; Mulatero, P.; De Ferrari, G. M.; Monticone, S.; D'Ascenzo, F.
Risk stratification of patients with SARS-CoV-2 by tissue factor expression in circulating extracellular vesicles
2022 Burrello, Jacopo; Caporali, Elena; Gauthier, Lorenzo Grazioli; Pianezzi, Enea; Balbi, Carolina; Rigamonti, Elia; Bolis, Sara; Lazzarini, Edoardo; Biemmi, Vanessa; Burrello, Alessio; Frigerio, Roberto; Martinetti, Gladys; Fusi-Schmidhauser, Tanja; Vassalli, Giuseppe; Ferrari, Enrico; Moccetti, Tiziano; Gori, Alessandro; Cretich, Marina; Melli, Giorgia; Monticone, Silvia; Barile, Lucio
Supervised and unsupervised learning to define the cardiovascular risk of patients according to an extracellular vesicle molecular signature
2022 Burrello, Jacopo; Burrello, Alessio; Vacchi, Elena; Bianco, Giovanni; Caporali, Elena; Amongero, Martina; Airale, Lorenzo; Bolis, Sara; Vassalli, Giuseppe; Cereda, Carlo W; Mulatero, Paolo; Bussolati, Benedetta; Camici, Giovanni G; Melli, Giorgia; Monticone, Silvia; Barile, Lucio
Traffic Load Estimation from Structural Health Monitoring sensors using supervised learning
2022 Burrello, A.; Zara, G.; Benini, L.; Brunelli, D.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection With Automatic iEEG Electrode Selection
2021 Burrello, Alessio; Benatti, Simone; Schindler, Kaspar; Benini, Luca; Rahimi, Abbas
Circulating extracellular vesicles are endowed with enhanced procoagulant activity in SARS-CoV-2 infection
2021 Balbi, Carolina; Burrello, Jacopo; Bolis, Sara; Lazzarini, Edoardo; Biemmi, Vanessa; Pianezzi, Enea; Burrello, Alessio; Caporali, Elena; Grazioli, Lorenzo Gauthier; Martinetti, Gladys; Fusi-Schmidhauser, Tanja; Vassalli, Giuseppe; Melli, Giorgia; Barile, Lucio
Clinical Score and Machine Learning-Based Model to Predict Diagnosis of Primary Aldosteronism in Arterial Hypertension
2021 Buffolo, Fabrizio; Burrello, Jacopo; Burrello, Alessio; Heinrich, Daniel; Adolf, Christian; Müller, Lisa Marie; Chen, Rusi; Forestiero, Vittorio; Sconfienza, Elisa; Tetti, Martina; Veglio, Franco; Williams, Tracy Ann; Mulatero, Paolo; Monticone, Silvia
Development of a prediction score to avoid confirmatory testing in patients with suspected primary aldosteronism
2021 Burrello, Jacopo; Amongero, Martina; Buffolo, Fabrizio; Sconfienza, Elisa; Forestiero, Vittorio; Burrello, Alessio; Adolf, Christian; Handgriff, Laura; Reincke, Martin; Veglio Franco and, Others
DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs
2021 Burrello, A; Garofalo, A; Bruschi, N; Tagliavini, G; Rossi, D; Conti, F
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes / Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:1(2024), pp. 742-757. [10.1109/JIOT.2023.3286276] | 1-gen-2024 | Francesco DagheroAlessio BurrelloEnrico MaciiPaolo MontuschiMassimo PoncinoDaniele Jahier Pagliari | dynamic_decision_tree_ensembles_for_energy_efficient_inference_on_iot_edge_nodes_post-print.pdf; Dynamic_Decision_Tree_Ensembles_for_Energy-Efficient_Inference_on_IoT_Edge_Nodes.pdf |
| A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes / Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio. - In: COMMUNICATIONS BIOLOGY. - ISSN 2399-3642. - 6:1(2023), p. 291. [10.1038/s42003-023-04674-9] | 1-gen-2023 | Sala, LucaBurrello, Alessio + | 2023 - AC - AT vs VT porential - Comm Biol.pdf |
| Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices / Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - ELETTRONICO. - (2023), pp. 1-15. [10.1109/TETC.2023.3322033] | 1-gen-2023 | Alessio BurrelloMatteo RissoBeatrice Alessandra MotettiEnrico MaciiLuca BeniniDaniele Jahier Pagliari | Journal___Multi_Loss__arxiv_.pdf; Enhancing_Neural_Architecture_Search_with_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf |
| Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant / Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta Pia; Comai, Giorgia; Corradetti, Valeria; Grange, Cristina; Orlando, Giuseppe; Bonafè, Massimiliano; La Manna, Gaetano; Barile, Lucio; Bussolati, Benedetta. - In: NEPHROLOGY DIALYSIS TRANSPLANTATION. - ISSN 0931-0509. - 38:3(2023), pp. 764-777. [10.1093/ndt/gfac259] | 1-gen-2023 | Burrello, Alessio + | 20 - post.pdf; 20 - pre.pdf |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge / Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 72:3(2023), pp. 744-758. [10.1109/TC.2022.3177955] | 1-gen-2023 | Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | pit_journal.pdf; Lightweight_Neural_Architecture_Search_for_Temporal_Convolutional_Networks_at_the_Edge.pdf |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), pp. 1-21. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring / Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 3:2(2022), pp. 1-25. [10.1145/3487910] | 1-gen-2022 | Alessio BurrelloDaniele Jahier PagliariMatteo RissoMassimo PoncinoLuca Benini + | actppg_journal.pdf; actppg_open.pdf |
| Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring / Moallemi, Amirhossein; Burrello, Alessio; Brunelli, Davide; Benini, Luca. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:18(2022), pp. 17660-17674. [10.1109/jiot.2022.3157532] | 1-gen-2022 | Alessio Burrello + | 2203.02380.pdf |
| Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs / Palossi, D; Zimmerman, N; Burrello, A; Conti, F; Muller, H; Gambardella, Lm; Benini, L; Giusti, A; Guzzi, J. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:3(2022), pp. 1913-1929. [10.1109/JIOT.2021.3091643] | 1-gen-2022 | Burrello, A + | IoTJ_________PULP_Frontnet.pdf |
| Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks / Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS. - ISSN 1539-9087. - ELETTRONICO. - 21:4(2022), pp. 1-28. [10.1145/3542819] | 1-gen-2022 | Daghero, FrancescoBurrello, AlessioXie, ChenCalimera, AndreaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele + | Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks-POSTPRINT.pdf; Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks.pdf |
| Machine learning applied to ambulatory blood pressure monitoring: a new tool to diagnose autonomic failure? / Vallelonga, Fabrizio; Sobrero, G; Merola, A; Valente, M; Giudici, M; Di Stefano, C; Milazzo, V; Burrello, J; Burrello, A; Veglio, F; Romagnolo, A; Maule, S. - In: JOURNAL OF NEUROLOGY. - ISSN 0340-5354. - 269:7(2022), pp. 3833-3840. [10.1007/s00415-022-11020-2] | 1-gen-2022 | Burrello, A + | 415_2022_Article_11020.pdf; Manuscript.pdf |
| Prediction of All-Cause Mortality Following Percutaneous Coronary Intervention in Bifurcation Lesions Using Machine Learning Algorithms / Burrello, J.; Gallone, G.; Burrello, A.; Jahier Pagliari, D.; Ploumen, E. H.; Iannaccone, M.; De Luca, L.; Zocca, P.; Patti, G.; Cerrato, E.; Wojakowski, W.; Venuti, G.; De Filippo, O.; Mattesini, A.; Ryan, N.; Helft, G.; Muscoli, S.; Kan, J.; Sheiban, I.; Parma, R.; Trabattoni, D.; Giammaria, M.; Truffa, A.; Piroli, F.; Imori, Y.; Cortese, B.; Omede, P.; Conrotto, F.; Chen, S. -L.; Escaned, J.; Buiten, R. A.; Von Birgelen, C.; Mulatero, P.; De Ferrari, G. M.; Monticone, S.; D'Ascenzo, F.. - In: JOURNAL OF PERSONALIZED MEDICINE. - ISSN 2075-4426. - ELETTRONICO. - 12:6(2022), p. 990. [10.3390/jpm12060990] | 1-gen-2022 | Burrello A.Jahier Pagliari D. + | Burrello_et_al_2022_Prediction_of_All-Cause_Mortality_Following_Percutaneous_Coronary_Intervention.pdf |
| Risk stratification of patients with SARS-CoV-2 by tissue factor expression in circulating extracellular vesicles / Burrello, Jacopo; Caporali, Elena; Gauthier, Lorenzo Grazioli; Pianezzi, Enea; Balbi, Carolina; Rigamonti, Elia; Bolis, Sara; Lazzarini, Edoardo; Biemmi, Vanessa; Burrello, Alessio; Frigerio, Roberto; Martinetti, Gladys; Fusi-Schmidhauser, Tanja; Vassalli, Giuseppe; Ferrari, Enrico; Moccetti, Tiziano; Gori, Alessandro; Cretich, Marina; Melli, Giorgia; Monticone, Silvia; Barile, Lucio. - In: VASCULAR PHARMACOLOGY. - ISSN 1537-1891. - 145:(2022), p. 106999. [10.1016/j.vph.2022.106999] | 1-gen-2022 | Burrello, AlessioCretich, Marina + | 19 - pre.pdf; 19 - post.pdf |
| Supervised and unsupervised learning to define the cardiovascular risk of patients according to an extracellular vesicle molecular signature / Burrello, Jacopo; Burrello, Alessio; Vacchi, Elena; Bianco, Giovanni; Caporali, Elena; Amongero, Martina; Airale, Lorenzo; Bolis, Sara; Vassalli, Giuseppe; Cereda, Carlo W; Mulatero, Paolo; Bussolati, Benedetta; Camici, Giovanni G; Melli, Giorgia; Monticone, Silvia; Barile, Lucio. - In: TRANSLATIONAL RESEARCH. - ISSN 1931-5244. - 244:(2022), pp. 114-125. [10.1016/j.trsl.2022.02.005] | 1-gen-2022 | Burrello, AlessioAmongero, Martina + | 21 - pre.pdf; 21 - post.pdf |
| Traffic Load Estimation from Structural Health Monitoring sensors using supervised learning / Burrello, A.; Zara, G.; Benini, L.; Brunelli, D.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - In: SUSTAINABLE COMPUTING. - ISSN 2210-5379. - ELETTRONICO. - 35:(2022), p. 100704. [10.1016/j.suscom.2022.100704] | 1-gen-2022 | Burrello A.Macii E.Poncino M.Jahier Pagliari D. + | Burrello_et_al_2022_Traffic_Load_Estimation_from_Structural_Health_Monitoring_sensors_using2.pdf; SUSCOM2022_VehicleDetection.pdf |
| An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection With Automatic iEEG Electrode Selection / Burrello, Alessio; Benatti, Simone; Schindler, Kaspar; Benini, Luca; Rahimi, Abbas. - In: IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS. - ISSN 2168-2194. - 25:4(2021), pp. 935-946. [10.1109/JBHI.2020.3022211] | 1-gen-2021 | Burrello, Alessio + | JBHI_______Epilepsy___ensamble.pdf |
| Circulating extracellular vesicles are endowed with enhanced procoagulant activity in SARS-CoV-2 infection / Balbi, Carolina; Burrello, Jacopo; Bolis, Sara; Lazzarini, Edoardo; Biemmi, Vanessa; Pianezzi, Enea; Burrello, Alessio; Caporali, Elena; Grazioli, Lorenzo Gauthier; Martinetti, Gladys; Fusi-Schmidhauser, Tanja; Vassalli, Giuseppe; Melli, Giorgia; Barile, Lucio. - In: EBIOMEDICINE. - ISSN 2352-3964. - 67:(2021), p. 103369. [10.1016/j.ebiom.2021.103369] | 1-gen-2021 | Burrello, Alessio + | 17 - post.pdf |
| Clinical Score and Machine Learning-Based Model to Predict Diagnosis of Primary Aldosteronism in Arterial Hypertension / Buffolo, Fabrizio; Burrello, Jacopo; Burrello, Alessio; Heinrich, Daniel; Adolf, Christian; Müller, Lisa Marie; Chen, Rusi; Forestiero, Vittorio; Sconfienza, Elisa; Tetti, Martina; Veglio, Franco; Williams, Tracy Ann; Mulatero, Paolo; Monticone, Silvia. - In: HYPERTENSION. - ISSN 0194-911X. - 78:5(2021), pp. 1595-1604. [10.1161/HYPERTENSIONAHA.121.17444] | 1-gen-2021 | Burrello, Alessio + | 14 - post.pdf; 14 - pre.pdf |
| Development of a prediction score to avoid confirmatory testing in patients with suspected primary aldosteronism / Burrello, Jacopo; Amongero, Martina; Buffolo, Fabrizio; Sconfienza, Elisa; Forestiero, Vittorio; Burrello, Alessio; Adolf, Christian; Handgriff, Laura; Reincke, Martin; Veglio Franco and, Others. - In: THE JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM. - ISSN 1945-7197. - 106:4(2021), pp. 1708-1716. [10.1210/clinem/dgaa974] | 1-gen-2021 | Amongero MartinaBurrello Alessio + | dgaa974.pdf |
| DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs / Burrello, A; Garofalo, A; Bruschi, N; Tagliavini, G; Rossi, D; Conti, F. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - 70:8(2021), pp. 1253-1268. [10.1109/TC.2021.3066883] | 1-gen-2021 | Burrello, A + | TComp_____Dory.pdf |