Simone Scardapane SCARDAPANE

Ricercatore universitario


email: simone.scardapane@uniroma1.it
telefono: 0644585495
edificio: SPIV, Edificio B (DIET)
stanza: 122

Simone Scardapane è Ricercatore a Tempo Determinato (di Tipo B) presso il Dipartimento di Ingegneria dell'Informazione, Elettronica e Telecomunicazioni (DIET) della Università Sapienza di Roma. La sua ricerca si concentra su tematiche di deep learning, con particolare riferimento al topological deep learning, AI for communications, AI for scientific discoveries, e continual learning.

È socio attivo di numerosi committee e società, inclusi lo IEEE CIS Social Media Sub-Committee, lo IEEE CIS Conference Activities and Communications Subcommitee, la IEEE Task Force on Reservoir Computing, il "Machine learning in geodesy” joint study group della International Association of Geodesy, e lo Statistical Pattern Recognition Techniques TC della International Association for Pattern Recognition (di cui è vice-chair). Inoltre è (o è stato) co-chair di numerose conferenze internazionali (incluse diverse edizioni della IEEE IJCNN ed IEEE WCCI), special issue, e special session su riviste di rilevanza internazionale.

Nel 2020, ha ricevuto un "Google Faculty Award to Support Machine Learning Courses, Diversity, and Inclusion" per il suo corso "Neural Networks for Data Science Applications".

Partecipa o supervisiona diversi progetti di ricerca e aziendali: è co-investigator del progetto MUCCA (CHIST-ERA), membro del progetto HY3DA (Sapienza Progetti di Ricerca Grandi), membro del progetto In Codice Ratio (co-ordinato dall'Università Roma 3), e responsabile scientifico di 4 progetti di ricerca aziendali in corso.

Infine, è fortemente impegnato su tematiche di promozione del machine learning in Italia, tramite il coordinamento di una associazione culturale (la Italian Association for Machine Learning), l'organizzazione di un Meetup ed un podcast, e la partecipazione come ospite o guest writer in diverse conferenze e pubblicazioni nazionali.

Produzione scientifica

11573/1702192 - 2024 - Convolutional neural networks for the detection of esca disease complex in asymptomatic grapevine leaves
Carraro, A.; Saurio, G.; Lopez-Maestresalas, A.; Scardapane, S.; Marinello, F. - 04b Atto di convegno in volume
congresso: Proceedings of the 22nd International Conference on Image Analysis and Processing, ICIAP 2023 (Udine; Italy)
libro: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (9783031510229; 9783031510236)

11573/1702063 - 2024 - ArcheoWeedNet: Weed Classification in the Parco archeologico del Colosseo
Saurio, G.; Muscas, M.; Spinelli, I.; Rughetti, V.; Della Giovampaola, I.; Scardapane, S. - 04b Atto di convegno in volume
congresso: Proceedings of the 22nd International Conference on Image Analysis and Processing, ICIAP 2023 (Udine; Italia)
libro: Image Analysis and Processing - ICIAP 2023 Workshops - (9783031510229; 9783031510236)

11573/1693989 - 2024 - Explainable spatio-temporal Graph Neural Networks for multi-site photovoltaic energy production
Verdone, A.; Scardapane, S.; Panella, M. - 01a Articolo in rivista
rivista: APPLIED ENERGY (Oxford, United Kingdom: Elsevier Applied Science -London: Applied Science Publishers, 1975-.) pp. 1-13 - issn: 0306-2619 - wos: WOS:001102802800001 (0) - scopus: 2-s2.0-85175323427 (1)

11573/1710446 - 2024 - Temporal Graph Neural Networks and Explainability for Future Energy Scenarios
Verdone, A.; Scardapane, S.; Panella, M. - 04d Abstract in atti di convegno
congresso: XXXVIII Riunione Annuale dei Ricercatori di Elettrotecnica (Bari, Italia)
libro: Memorie ET2024 - ()

11573/1661290 - 2023 - A new class of efficient adaptive filters for online nonlinear modeling
Comminiello, Danilo; Nezamdoust, Alireza; Scardapane, Simone; Scarpiniti, Michele; Hussain, Amir; Uncini, Aurelio - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS (New York NY: Institute of Electrical and Electronics Engineers, 2013-) pp. 1384-1396 - issn: 2168-2232 - wos: WOS:000857495100001 (2) - scopus: 2-s2.0-85139391519 (1)

11573/1693645 - 2023 - On the robustness of vision transformers for in-flight monocular depth estimation
Ercolino, Simone; Devoto, Alessio; Monorchio, Luca; Santini, Matteo; Mazzaro, Silvio; Scardapane, Simone - 01a Articolo in rivista
rivista: Industrial Artificial Intelligence (Springer) pp. - - issn: 2731-667X - wos: (0) - scopus: (0)

11573/1686264 - 2023 - Towards artificial intelligence applications in next generation cytopathology
Giarnieri, Enrico; Scardapane, Simone - 01a Articolo in rivista
rivista: BIOMEDICINES (Basel : MDPI) pp. 1-11 - issn: 2227-9059 - wos: WOS:001056552100001 (4) - scopus: 2-s2.0-85168879276 (6)

11573/1702037 - 2023 - Probabilistic Load Forecasting With Reservoir Computing
Guerra, Michele; Scardapane, Simone; Bianchi, Filippo Maria - 01a Articolo in rivista
rivista: IEEE ACCESS (Piscataway NJ: Institute of Electrical and Electronics Engineers) pp. 145989-146002 - issn: 2169-3536 - wos: WOS:001132142400001 (0) - scopus: 2-s2.0-85180281415 (0)

11573/1702039 - 2023 - Explainability in subgraphs-enhanced Graph Neural Networks
Guerra, Michele; Spinelli, Indro; Scardapane, Simone; Bianchi, Filippo Maria - 04b Atto di convegno in volume
congresso: Northern Lights Deep Learning Workshop 2023 (Tromso; Norway)
libro: Vol. 4 (2023): Proceedings of the Northern Lights Deep Learning Workshop 2023 - ()

11573/1684326 - 2023 - Learning speech emotion representations in the quaternion domain
Guizzo, Eric; Weyde, Tillman; Scardapane, Simone; Comminiello, Danilo - 01a Articolo in rivista
rivista: IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING (New York, NY IEEE 2014, 2014-) pp. 1200-1212 - issn: 2329-9290 - wos: WOS:000953588000002 (5) - scopus: 2-s2.0-85149423370 (6)

11573/1693646 - 2023 - Interpreting black-box models. A review on explainable artificial intelligence
Hassija, V.; Chamola, V.; Mahapatra, A.; Singal, A.; Goel, D.; Huang, K.; Scardapane, S.; Spinelli, I.; Mahmud, M.; Hussain, A. - 01a Articolo in rivista
rivista: COGNITIVE COMPUTATION (New York : Springer) pp. 1-30 - issn: 1866-9964 - wos: WOS:001060142200001 (16) - scopus: 2-s2.0-85168561911 (32)

11573/1686452 - 2023 - Convergent Approaches to AI Explainability for HEP Muonic Particles Pattern Recognition
Maglianella, L.; Nicoletti, L.; Giagu, S.; Napoli, C.; Scardapane, S. - 01a Articolo in rivista
rivista: COMPUTING AND SOFTWARE FOR BIG SCIENCE (Cham Switzerland: Springer International Publishing, [2017]-) pp. 1-18 - issn: 2510-2044 - wos: (0) - scopus: 2-s2.0-85167397016 (0)

11573/1665436 - 2023 - Inferring 3D change detection from bitemporal optical images
Marsocci, Valerio; Coletta, Virginia; Ravanelli, Roberta; Scardapane, Simone; Crespi, Mattia - 01a Articolo in rivista
rivista: ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (Amsterdam Netherlands: Elsevier BV) pp. 325-339 - issn: 0924-2716 - wos: WOS:000923862700001 (6) - scopus: 2-s2.0-85146148106 (9)

11573/1702038 - 2023 - GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates
Marsocci, Valerio; Gonthier, Nicolas; Garioud, Anatol; Scardapane, Simone; Mallet, Clément - 04b Atto di convegno in volume
congresso: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (Vancouver, Canada)
libro: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) - (9798350302493)

11573/1702036 - 2023 - Continual Barlow Twins: Continual Self-Supervised Learning for Remote Sensing Semantic Segmentation
Marsocci, Valerio; Scardapane, Simone - 01a Articolo in rivista
rivista: IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (Piscataway, N.J. : IEEE, 2008-) pp. 5049-5060 - issn: 1939-1404 - wos: WOS:001012829300003 (4) - scopus: 2-s2.0-85161055834 (8)

11573/1702059 - 2023 - Continual self-supervised learning in Earth observation with embedding regularization
Moieez, Hamna; Marsocci, Valerio; Scardapane, Simone - 04b Atto di convegno in volume
congresso: 2023 IEEE International Geoscience and Remote Sensing Symposium (Pasadena; US)
libro: IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium - ()

11573/1695410 - 2023 - ICML 2023 topological deep learning challenge. Design and results
Papillon, Mathilde; Hajij, Mustafa; Frantzen, Florian; Hoppe, Josef; Jenne, Helen; Mathe, Johan; Myers, Audun; Papamarkou, Theodore; Schaub, Michael T.; Zamzmi, Ghada; Birdal, Tolga; Dey, Tamal; Doster, Timothy; Emerson, Tegan H.; Gopalakrishnan, Gurusankar; Govil, D.; Grande, Vincent P.; Guzm'an-S'aenz, Aldo; Kvinge, Henry; Livesay, Neal; Meisner, Jan; Mukherjee, Soham; Samaga, Shreyas N.; Natesan Ramamurthy, Karthikeyan; Reddy Karri, Maneel; Rosen, Paul; Sanborn, Sophia; Scholkemper, Michael; Walters, Robin; Agerberg, Jens; Bokman, Georg; Barikbin, Sadrodin; Battiloro, Claudio; Bazhenov, Gleb; Bern('A)Rdez, Guillermo; Brent, Aiden; Escalera, Sergio; Fiorellino, Simone; Gavrilev, Dmitrii; Hassanin, Mohammed; Hausner, Paul; Hoff Gardaa, Odin; Khamis, Abdelwahed; Lecha, M; Magai, German; Malygina, Tatiana; Melnyk, Pavlo; Ballester, Rub('E)N; Varma Nadimpalli, Kalyan; Nikitin, Alexander; Rabinowitz, Abraham; Salatiello, Alessandro; Scardapane, Simone; Scofano, Luca; Singh, Suraj; Sjolund, Jens; Snopov, Paul; Spinelli, Indro; Telyatnikov, Lev; Testa, Lucia; Yang, Maosheng; Yue, Yixiao; Zaghen, Olga; Zia, Ali; Miolane, Nina - 04b Atto di convegno in volume
congresso: International Conference on Machine Learning (Honolulu; Hawaii)
libro: Proceedings of Machine Learning Research - ()

11573/1669282 - 2023 - Rearranging Pixels is a Powerful Black-Box Attack for RGB and Infrared Deep Learning Models
Pomponi, Jary; Dantoni, Daniele; Alessandro, Nicolosi; Scardapane, Simone - 01a Articolo in rivista
rivista: IEEE ACCESS (Piscataway NJ: Institute of Electrical and Electronics Engineers) pp. 11298-11306 - issn: 2169-3536 - wos: WOS:000934952000001 (0) - scopus: 2-s2.0-85148429464 (0)

11573/1686918 - 2023 - Continual learning with invertible generative models
Pomponi, Jary; Scardapane, Simone; Uncini, Aurelio - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 606-616 - issn: 0893-6080 - wos: WOS:001010764300001 (0) - scopus: 2-s2.0-85160203766 (0)

11573/1693643 - 2023 - Machine Un-learning. An overview of techniques, applications, and future directions
Sai, S.; Mittal, U.; Chamola, V.; Huang, K.; Spinelli, I.; Scardapane, S.; Tan, Z.; Hussain, A. - 01a Articolo in rivista
rivista: COGNITIVE COMPUTATION (New York : Springer) pp. 1-25 - issn: 1866-9964 - wos: WOS:001094347900001 (0) - scopus: 2-s2.0-85175606672 (0)

11573/1695338 - 2023 - Drop edges and adapt. A fairness enforcing fine-tuning for graph neural networks
Spinelli, I.; Bianchini, R.; Scardapane, S. - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 159-167 - issn: 0893-6080 - wos: WOS:001076417000001 (0) - scopus: 2-s2.0-85169037129 (0)

11573/1702188 - 2023 - Combining Stochastic Explainers and Subgraph Neural Networks can Increase Expressivity and Interpretability
Spinelli, Indro; Guerra, Michele; Bianchi, Filippo Maria; Scardapane, Simone - 04b Atto di convegno in volume
congresso: European Symposium on Artificial Neural Networks (Bruges, Belgium)
libro: ESANN 2023 proceedings - (978-2-87587-088-9)

11573/1697348 - 2023 - EGG-GAE: scalable graph neural networks for tabular data imputation
Telyatnikov, L.; Scardapane, S. - 04b Atto di convegno in volume
congresso: 26th International Conference on Artificial Intelligence and Statistics, AISTATS 2023 (Palau de Congressos, esp)
libro: International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain - ()

11573/1702065 - 2023 - Tracin in Semantic Segmentation of Tumor Brains in MRI, an Extended Approach
Torda, T.; Gargiulo, S.; Grillo, G.; Ciardiello, A.; Voena, C.; Giagu, S.; Scardapane, S. - 04b Atto di convegno in volume
congresso: 2nd AIxIA Workshop on Artificial Intelligence for Healthcare, HC@AIxIA 2023 (Roma; Italy)
libro: Proceedings of the 2nd AIxIA Workshop on Artificial Intelligence For Healthcare (HC@AIxIA 2023) - ()

11573/1637385 - 2022 - Handwriting Declines With Human Aging: A Machine Learning Study
Asci, Francesco; Scardapane, Simone; Zampogna, Alessandro; D'onofrio, Valentina; Testa, Lucia; Patera, Martina; Falletti, Marco; Marsili, Luca; Suppa, Antonio - 01a Articolo in rivista
rivista: FRONTIERS IN AGING NEUROSCIENCE (Lausanne : Frontiers Research Foundation, 2009-) pp. 889930- - issn: 1663-4365 - wos: WOS:000798725400001 (2) - scopus: 2-s2.0-85130736155 (3)

11573/1671585 - 2022 - Engagement Detection with Multi-Task Training in E-Learning Environments
Copur, O; Nakip, M; Scardapane, S; Slowack, J - 04b Atto di convegno in volume
congresso: International Conference on Image Analysis and Processing (Lecce (Italy))
libro: ICIAP 2022: Image Analysis and Processing – ICIAP 2022 - (978-3-031-06432-6; 978-3-031-06433-3)

11573/1671578 - 2022 - Re-identification of objects from aerial photos with hybrid siamese neural networks
Devoto, A.; Spinelli, I.; Murabito, F.; Chiovoloni, F.; Musmeci, R.; Scardapane, S. - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (Institute of Electrical and Electronics Engineers.IEEE) pp. 1-9 - issn: 1551-3203 - wos: WOS:000965676800001 (1) - scopus: 2-s2.0-85133733758 (1)

11573/1702060 - 2022 - Towards Self-Supervised Gaze Estimation
Farkhondeh, A.; Palmero, C.; Scardapane, S.; Escalera, S. - 04b Atto di convegno in volume
congresso: 33rd British Machine Vision Conference Proceedings, BMVC 2022 (London; UK)
libro: BMVC 2022 - 33rd British Machine Vision Conference Proceedings - ()

11573/1611118 - 2022 - Self-supervised learning for medieval handwriting identification. A case study from the Vatican Apostolic Library
Lastilla, L.; Ammirati, S.; Firmani, D.; Komodakis, N.; Merialdo, P.; Scardapane, S. - 01a Articolo in rivista
rivista: INFORMATION PROCESSING & MANAGEMENT (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 1-20 - issn: 0306-4573 - wos: WOS:000754709000001 (3) - scopus: 2-s2.0-85124193308 (6)

11573/1612482 - 2022 - A probabilistic re-intepretation of confidence scores in multi-exit models
Pomponi, J.; Scardapane, S.; Uncini, A. - 01a Articolo in rivista
rivista: ENTROPY (Basel : MDPI, 1999-) pp. 1-14 - issn: 1099-4300 - wos: WOS:000746263200001 (3) - scopus: 2-s2.0-85122137502 (3)

11573/1656186 - 2022 - Pixle: a fast and effective black-box attack based on rearranging pixels
Pomponi, Jary; Scardapane, Simone; Uncini, Aurelio - 02a Capitolo o Articolo
libro: 2022 International Joint Conference on Neural Networks (IJCNN) - (978-1-7281-8671-9)

11573/1671583 - 2022 - Evaluating Adversarial Attacks and Defences in Infrared Deep Learning Monitoring Systems
Spasiano, F; Gennaro, G; Scardapane, S - 04b Atto di convegno in volume
congresso: 2022 International Joint Conference on Neural Networks (IJCNN) (Padova (Italy))
libro: 2022 International Joint Conference on Neural Networks (IJCNN) - (978-1-7281-8671-9)

11573/1671581 - 2022 - A meta-learning approach for training explainable graph neural networks
Spinelli, I.; Scardapane, S.; Uncini, A. - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (Piscataway, NJ : Institute of Electrical and Electronics Engineeers) pp. 1-9 - issn: 2162-237X - wos: WOS:000795116700001 (4) - scopus: 2-s2.0-85132538173 (6)

11573/1658030 - 2022 - Multi-site Forecasting of Energy Time Series with Spatio-Temporal Graph Neural Networks
Verdone, A.; Scardapane, S.; Panella, M. - 04b Atto di convegno in volume
congresso: 2022 International Joint Conference on Neural Networks, IJCNN 2022 (Padova, Italy)
libro: Proceedings of the International Joint Conference on Neural Networks - (978-1-7281-8671-9)

11573/1710439 - 2022 - Spatiotemporal graph neural network per energy forecasting e anomaly detection
Verdone, A.; Scardapane, S.; Panella, M. - 04d Abstract in atti di convegno
congresso: XXXVI Riunione Annuale dei Ricercatori di Elettrotecnica (Ancona, Italia)
libro: Memorie ET2022 - ()

11573/1476975 - 2021 - A multimodal deep network for the reconstruction of T2W MR images
Falvo, A.; Comminiello, D.; Scardapane, S.; Scarpiniti, M.; Uncini, A. - 02a Capitolo o Articolo
libro: Progresses in Artificial Intelligence and Neural Systems - (978-981-15-5092-8; 978-981-15-5093-5)

11573/1482338 - 2021 - A wide multimodal dense U-net for fast magnetic resonance imaging
Falvo, A.; Comminiello, D.; Scardapane, S.; Scarpiniti, M.; Uncini, A. - 04b Atto di convegno in volume
congresso: 28th European Signal Processing Conference, EUSIPCO 2020 (Amsterdam)
libro: European Signal Processing Conference - (978-9-0827-9705-3)

11573/1547542 - 2021 - Flexible generative adversarial networks with non-parametric activation functions
Grassucci, E.; Scardapane, S.; Comminiello, D.; Uncini, A. - 02a Capitolo o Articolo
libro: Smart Innovation, Systems and Technologies - (978-981-15-5092-8; 978-981-15-5093-5)

11573/1554134 - 2021 - A calibrated multiexit neural network for detecting urothelial cancer cells
Lilli, L.; Giarnieri, E.; Scardapane, S. - 01a Articolo in rivista
rivista: COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE (-London: Hindawi -Cairo: Hindawi -Abingdon: Taylor & Francis) pp. 1-11 - issn: 1748-6718 - wos: WOS:000670469900001 (3) - scopus: 2-s2.0-85108963530 (4)

11573/1612489 - 2021 - Avalanche. An end-to-end library for continual learning
Lomonaco, V.; Pellegrini, L.; Cossu, A.; Carta, A.; Graffieti, G.; Hayes, T. L.; De Lange, M.; Masana, M.; Pomponi, J.; Van De Ven, G. M.; Mundt, M.; She, Q.; Cooper, K.; Forest, J.; Belouadah, E.; Calderara, S.; Parisi, G. I.; Cuzzolin, F.; Tolias, A. S.; Scardapane, S.; Antiga, L.; Ahmad, S.; Popescu, A.; Kanan, C.; Van De Weijer, J.; Tuytelaars, T.; Bacciu, D.; Maltoni, D. - 04b Atto di convegno in volume
congresso: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2021 (Nashville; USA)
libro: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops - (978-1-6654-4899-4)

11573/1583234 - 2021 - MARE: Self-supervised multi-attention REsu-net for semantic segmentation in remote sensing
Marsocci, V.; Scardapane, S.; Komodakis, N. - 01a Articolo in rivista
rivista: REMOTE SENSING (Basel : Molecular Diversity Preservation International) pp. - - issn: 2072-4292 - wos: WOS:000689966300001 (11) - scopus: 2-s2.0-85113363630 (13)

11573/1612484 - 2021 - Structured ensembles. An approach to reduce the memory footprint of ensemble methods
Pomponi, J.; Scardapane, S.; Uncini, A. - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 407-418 - issn: 0893-6080 - wos: WOS:000704005300022 (3) - scopus: 2-s2.0-85115391923 (3)

11573/1503663 - 2021 - Bayesian neural networks with maximum mean discrepancy regularization
Pomponi, Jary; Scardapane, Simone; Uncini, Aurelio - 01a Articolo in rivista
rivista: NEUROCOMPUTING (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598) pp. - - issn: 0925-2312 - wos: WOS:000663418700002 (6) - scopus: 2-s2.0-85101401843 (12)

11573/1486181 - 2021 - Distributed training of graph convolutional networks
Scardapane, S; Spinelli, I; Di Lorenzo, P - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS (New York, NY : IEEE Signal Processing Society [u.a.]) pp. 87-100 - issn: 2373-776X - wos: WOS:000608678000001 (10) - scopus: 2-s2.0-85098777287 (11)

11573/1476980 - 2021 - Efficient data augmentation using graph imputation neural networks
Spinelli, I.; Scardapane, S.; Scarpiniti, M.; Uncini, A. - 02a Capitolo o Articolo
libro: Progresses in Artificial Intelligence and Neural Systems - (978-981-15-5092-8; 978-981-15-5093-5)

11573/1612486 - 2021 - Fairdrop. Biased edge dropout for enhancing fairness in graph representation learning
Spinelli, Indro; Scardapane, Simone; Hussain, Amir; Uncini, Aurelio - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE (Piscataway NJ: IEEE) pp. 1-11 - issn: 2691-4581 - wos: (0) - scopus: 2-s2.0-85132958155 (18)

11573/1370829 - 2020 - Optimized training and scalable implementation of Conditional Deep Neural Networks with early exits for Fog-supported IoT applications
Baccarelli, E.; Scardapane, S.; Scarpiniti, M.; Momenzadeh, A.; Uncini, A. - 01a Articolo in rivista
rivista: INFORMATION SCIENCES (Amsterdam; Boston: Elsevier 1968-) pp. 107-143 - issn: 0020-0255 - wos: WOS:000527015900008 (16) - scopus: 2-s2.0-85079906507 (22)

11573/1503646 - 2020 - Reservoir computing approaches for representation and classification of multivariate time series
Bianchi, Filippo Maria; Scardapane, Simone; Lokse, Sigurd; Jenssen, Robert - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (Piscataway, NJ : Institute of Electrical and Electronics Engineeers) pp. 1-11 - issn: 2162-237X - wos: WOS:000647397200029 (57) - scopus: 2-s2.0-85105559512 (79)

11573/1547550 - 2020 - Quaternion neural networks for 3D sound source localization in reverberant environments
Celsi, M. R.; Scardapane, S.; Comminiello, D. - 04b Atto di convegno in volume
congresso: 30th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2020 (Espoo, Finland)
libro: IEEE International Workshop on Machine Learning for Signal Processing, MLSP - (978-1-7281-6662-9)

11573/1409424 - 2020 - Efficient continual learning in neural networks with embedding regularization
Pomponi, J.; Scardapane, S.; Lomonaco, V.; Uncini, A. - 01a Articolo in rivista
rivista: NEUROCOMPUTING (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598) pp. 139-148 - issn: 0925-2312 - wos: WOS:000535918700013 (20) - scopus: 2-s2.0-85080091535 (22)

11573/1435416 - 2020 - Differentiable branching in deep networks for fast inference
Scardapane, S.; Comminiello, D.; Scarpiniti, M.; Baccarelli, E.; Uncini, A. - 04b Atto di convegno in volume
congresso: 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 (Barcelona, Spain)
libro: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings - (978-1-5090-6631-5)

11573/1438204 - 2020 - Why should we add early exits to neural networks?
Scardapane, S.; Scarpiniti, M.; Baccarelli, E.; Uncini, A. - 01a Articolo in rivista
rivista: COGNITIVE COMPUTATION (New York, NY : Springer) pp. 954-966 - issn: 1866-9956 - wos: WOS:000540934100002 (36) - scopus: 2-s2.0-85086705731 (71)

11573/1411941 - 2020 - Complex-valued neural networks with nonparametric activation functions
Scardapane, S.; Van Vaerenbergh, S.; Hussain, A.; Uncini, A. - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE (IEEE Computational Intelligence Society & IEEE Computer Society) pp. 140-150 - issn: 2471-285X - wos: WOS:000646042400005 (40) - scopus: 2-s2.0-85082980343 (48)

11573/1702194 - 2020 - Multikernel Activation Functions: Formulation and a Case Study
Scardapane, Simone; Nieddu, Elena; Firmani, Donatella; Merialdo, Paolo - 04b Atto di convegno in volume
congresso: 2019 INNS Big Data and Deep Learning conference (Sestri Levante; Italy)
libro: Recent Advances in Big Data and Deep Learning Proceedings of the INNS Big Data and Deep Learning Conference, INNSBDDL2019, held at Sestri Levante, Genova, Italy, 16–18 April, 2019 - (9783030168407; 9783030168414)

11573/1351329 - 2020 - Music genre classification using stacked auto-encoders
Scarpiniti, M.; Scardapane, S.; Comminiello, D.; Uncini, A. - 02a Capitolo o Articolo
libro: Smart Innovation, Systems and Technologies - (978-981-13-8949-8; 978-981-13-8950-4)

11573/1486183 - 2020 - Adaptive propagation graph convolutional network
Spinelli, I; Scardapane, S; Uncini, A - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS () pp. 1-6 - issn: 2162-2388 - wos: WOS:000704111000042 (35) - scopus: 2-s2.0-85117164528 (37)

11573/1486185 - 2020 - Missing data imputation with adversarially-trained graph convolutional networks
Spinelli, I; Scardapane, S; Uncini, A - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 249-260 - issn: 0893-6080 - wos: WOS:000555878900001 (60) - scopus: 2-s2.0-85086438644 (73)

11573/1503640 - 2020 - A non-parametric softmax for improving neural attention in time-series forecasting
Totaro, S.; Hussain, A.; Scardapane, S. - 01a Articolo in rivista
rivista: NEUROCOMPUTING (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598) pp. 177-185 - issn: 0925-2312 - wos: WOS:000509741100015 (15) - scopus: 2-s2.0-85076542316 (18)

11573/1503651 - 2020 - Compressing deep-quaternion neural networks with targeted regularisation
Vecchi, R.; Scardapane, S.; Comminiello, D.; Uncini, A. - 01a Articolo in rivista
rivista: CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY ([Stevenage]: IET) pp. 172-176 - issn: 2468-6557 - wos: WOS:000597168000005 (10) - scopus: 2-s2.0-85091752138 (13)

11573/1335709 - 2019 - Quaternion convolutional neural networks for detection and localization of 3D sound events
Comminiello, D; Lella, M; Scardapane, S; Uncini, A - 04b Atto di convegno in volume
congresso: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (Brighton; United Kingdom)
libro: Proceedings 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - (978-147998131-1)

11573/1241933 - 2019 - A low-complexity linear-in-the-parameters nonlinear filter for distorted speech signals
Comminiello, Danilo; Scarpiniti, Michele; Scardapane, Simone; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Smart Innovation, Systems and Technologies - (978-3-319-95097-6; 978-3-319-95098-3)

11573/1450441 - 2019 - Distributed stochastic nonconvex optimization and learning based on successive convex approximation
Di Lorenzo, P.; Scardapane, S. - 04b Atto di convegno in volume
congresso: 53rd Asilomar Conference on Circuits, Systems and Computers, ACSSC 2019 (Pacific Grove; United States)
libro: Conference Record - Asilomar Conference on Signals, Systems and Computers - (978-1-7281-4300-2)

11573/1354459 - 2019 - A multimodal dense U-Net for accelerating multiple sclerosis MRI
Falvo, A.; Comminiello, D.; Scardapane, S.; Scarpiniti, M.; Uncini, A. - 04b Atto di convegno in volume
congresso: 29th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2019 (Pittsburgh, PA, USA)
libro: IEEE International Workshop on Machine Learning for Signal Processing, MLSP - (978-1-7281-0824-7)

11573/1290928 - 2019 - Kafnets: Kernel-based non-parametric activation functions for neural networks
Scardapane, S.; Van Vaerenbergh, S.; Totaro, S.; Uncini, A. - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 19-32 - issn: 0893-6080 - wos: WOS:000456713300003 (37) - scopus: 2-s2.0-85057070326 (45)

11573/1335704 - 2019 - Widely linear kernels for complex-valued Kernel activation functions
Scardapane, S; Van Vaerenbergh, S; Comminiello, D; Uncini, A - 04b Atto di convegno in volume
congresso: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (Brighton; UK)
libro: Proceedings 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - (978-147998131-1)

11573/1241930 - 2019 - Learning activation functions from data using cubic spline interpolation
Scardapane, Simone; Scarpiniti, Michele; Comminiello, Danilo; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Smart Innovation, Systems and Technologies - (978-3-319-95097-6; 978-3-319-95098-3)

11573/1241924 - 2019 - Separation of drum and bass from monaural tracks
Scarpiniti, Michele; Scardapane, Simone; Comminiello, Danilo; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Smart Innovation, Systems and Technologies - (978-3-319-95097-6; 978-3-319-95098-3)

11573/1335717 - 2018 - Bidirectional deep-readout echo state networks
Bianchi, F. M.; Scardapane, S.; Lokse, S.; Jenssen, R. - 04b Atto di convegno in volume
congresso: 26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2018 (Bruges, Belgium)
libro: ESANN 2018 - Proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning - (978-287587047-6)

11573/1296850 - 2018 - Sparse functional link adaptive filter using an ℓ1-norm regularization
Comminiello, D.; Scarpiniti, M.; Scardapane, S.; Uncini, A. - 04b Atto di convegno in volume
congresso: 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 (Florence, Italy)
libro: Proceedings - IEEE International Symposium on Circuits and Systems - (978-1-5386-4881-0)

11573/1219753 - 2018 - Combined sparse regularization for nonlinear adaptive filters
Comminiello, D; Scarpiniti, M; Scardapane, S; Azpicueta-Ruiz, La; Uncini, A - 04b Atto di convegno in volume
congresso: 26th European Signal Processing Conference (Rome; Italy)
libro: Proceedings of the 26th European Signal Processing Conference (EUSIPCO) - (978-908279701-5)

11573/1335688 - 2018 - Bayesian random vector functional-link networks for robust data modeling
Scardapane, S.; Wang, D.; Uncini, A. - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON CYBERNETICS (New York, NY : Institute of Electrical and Electronics Engineers, Inc., [2013]-) pp. 2049-2059 - issn: 2168-2267 - wos: WOS:000435342100009 (24) - scopus: 2-s2.0-85028946665 (28)

11573/1335713 - 2018 - Recurrent neural networks with flexible gates using kernel activation functions
Scardapane, S; Van Vaerenbergh, S; Comminiello, D; Totaro, S; Uncini, A - 04b Atto di convegno in volume
congresso: IEEE International Workshop on Machine Learning for Signal Processing (Aalborg, Denmark)
libro: Proceedings 28th IEEE International Workshop on Machine Learning for Signal Processing - ()

11573/1335711 - 2018 - Improving graph convolutional networks with non-parametric activation functions
Scardapane, S; Van Vaerenbergh, S; Comminiello, D; Uncini, A - 04b Atto di convegno in volume
congresso: European Signal Processing Conference (Rome, Italy)
libro: Proceedings 26th European Signal Processing Conference - (978-908279701-5)

11573/869673 - 2018 - Privacy-preserving data mining for distributed medical scenarios
Scardapane, Simone; Altilio, Rosa; Ciccarelli, V.; Uncini, Aurelio; Panella, Massimo - 02a Capitolo o Articolo
libro: Multidisciplinary Approaches to Neural Computing - (978-3-319-56903-1)

11573/1119415 - 2018 - Stochastic training of neural networks via successive convex approximations
Scardapane, Simone; Di Lorenzo, Paolo - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (Piscataway, NJ : Institute of Electrical and Electronics Engineeers) pp. 4947-4956 - issn: 2162-237X - wos: WOS:000445351300032 (6) - scopus: 2-s2.0-85041684459 (7)

11573/902811 - 2017 - Fully decentralized semi-supervised learning via privacy-preserving matrix completion
Fierimonte, Roberto; Scardapane, Simone; Uncini, Aurelio; Panella, Massimo - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (Piscataway, NJ : Institute of Electrical and Electronics Engineeers) pp. 2699-2711 - issn: 2162-237X - wos: WOS:000413403900020 (29) - scopus: 2-s2.0-85034822103 (40)

11573/1335723 - 2017 - In codice ratio: OCR of handwritten Latin documents using deep convolutional networks
Firmani, D.; Merialdo, P.; Nieddu, E.; Scardapane, S. - 04b Atto di convegno in volume
congresso: 11th International Workshop on Artificial Intelligence for Cultural Heritage, AI*CH 2017 (Bari; Italy)
libro: AI*CH 2017 Artificial Intelligence for Cultural Heritage - ()

11573/1335691 - 2017 - Advances in biologically inspired reservoir computing
Scardapane, S.; Butcher, J. B.; Bianchi, F. M.; Malik, Z. K. - 01m Editorial/Introduzione in rivista
rivista: COGNITIVE COMPUTATION (New York, NY : Springer) pp. 295-296 - issn: 1866-9956 - wos: WOS:000402819900001 (3) - scopus: 2-s2.0-85018321564 (4)

11573/1039492 - 2017 - Apprendimento distribuito in scenari single-task e multi-task
Scardapane, S.; Comminiello, D.; Scarpiniti, M.; Panella, M.; Uncini, A. - 04d Abstract in atti di convegno
congresso: XXXIII Riunione Annuale dei Ricercatori di Elettrotecnica (Milano, Italia)
libro: Memorie ET2017 - ()

11573/1335694 - 2017 - Randomness in neural networks: an overview
Scardapane, S.; Wang, D. - 01a Articolo in rivista
rivista: WILEY INTERDISCIPLINARY REVIEWS. DATA MINING AND KNOWLEDGE DISCOVERY (Hoboken, N.J. : John Wiley & Sons) pp. - - issn: 1942-4787 - wos: WOS:000397257100001 (173) - scopus: 2-s2.0-85013270103 (242)

11573/1335728 - 2017 - On the use of deep recurrent neural networks for detecting audio spoofing attacks
Scardapane, S; Stoffl, L; Rohrbein, F; Uncini, A - 04b Atto di convegno in volume
congresso: 2017 International Joint Conference on Neural Networks (Anchorage; United States)
libro: Proceedings of the 2017 International Joint Conference on Neural Networks - ()

11573/947999 - 2017 - Group sparse regularization for deep neural networks
Scardapane, Simone; Comminiello, Danilo; Hussain, Amir; Uncini, Aurelio - 01a Articolo in rivista
rivista: NEUROCOMPUTING (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598) pp. 81-89 - issn: 0925-2312 - wos: WOS:000398752700008 (252) - scopus: 2-s2.0-85013055161 (328)

11573/966754 - 2017 - A framework for parallel and distributed training of neural networks
Scardapane, Simone; Di Lorenzo, Paolo - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 42-54 - issn: 0893-6080 - wos: WOS:000405461500005 (16) - scopus: 2-s2.0-85018724489 (19)

11573/966773 - 2017 - Semi-supervised echo state networks for audio classification
Scardapane, Simone; Uncini, Aurelio - 01a Articolo in rivista
rivista: COGNITIVE COMPUTATION (New York, NY : Springer) pp. 125-135 - issn: 1866-9956 - wos: WOS:000394418100009 (20) - scopus: 2-s2.0-84995752876 (33)

11573/1006195 - 2017 - Effective blind source separation based on the adam algorithm
Scarpiniti, Michele; Scardapane, Simone; Comminiello, Danilo; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Multidisciplinary approaches to neural computing - (978-3-319-56903-1)

11573/1335726 - 2017 - Recursive multikernel filters exploiting nonlinear temporal structure
Van Vaerenbergh, S; Scardapane, S; Santamaria, I - 04b Atto di convegno in volume
congresso: 25th European Signal Processing Conference (Kos; Greece)
libro: Proceedings 25th European Signal Processing Conference - (978-099286267-1)

11573/843415 - 2016 - Granular computing techniques for classification and semantic characterization of structured data
Bianchi, Filippo Maria; Scardapane, Simone; Rizzi, Antonello; Uncini, Aurelio; Sadeghian, Alireza - 01a Articolo in rivista
rivista: COGNITIVE COMPUTATION (New York, NY : Springer) pp. 442-461 - issn: 1866-9956 - wos: WOS:000376284900005 (18) - scopus: 2-s2.0-84952054873 (21)

11573/854633 - 2016 - A nonlinear acoustic echo canceller with improved tracking capabilities
Comminiello, Danilo; Scarpiniti, Michele; Scardapane, Simone; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Recent Advances in Nonlinear Speech Processing - (978-3-319-28107-0)

11573/966764 - 2016 - Parallel and distributed training of neural networks via successive convex approximation
Di Lorenzo, Paolo; Scardapane, Simone - 04b Atto di convegno in volume
congresso: 26th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2016 - Proceedings (Salerno)
libro: IEEE International Workshop on Machine Learning for Signal Processing, MLSP - (9781509007462)

11573/903328 - 2016 - A comparison of consensus strategies for distributed learning of random vector functional-link networks
Fierimonte, Roberto; Scardapane, Simone; Panella, Massimo; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Advances in Neural Networks: Computational Intelligence for ICT - (978-3-319-33746-3; 978-3-319-33747-0)

11573/869643 - 2016 - Apprendimento distribuito di reti neurali e neurofuzzy
Scardapane, Simone; Altilio, Rosa; Fierimonte, R.; Uncini, Aurelio; Panella, Massimo - 04d Abstract in atti di convegno
congresso: XXXII Riunione Annuale dei Ricercatori di Elettrotecnica (Palermo, Italia)
libro: Memorie ET2016 - ()

11573/913989 - 2016 - Distributed spectral clustering based on Euclidean distance matrix completion
Scardapane, Simone; Altilio, Rosa; Panella, Massimo; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: International Joint Conference on Neural Networks (Vancouver, Canada)
libro: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN 2016) - (978-1-5090-0620-5; 978-1-5090-0619-9)

11573/875919 - 2016 - Benchmarking functional link expansions for audio classification tasks
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Advances in Neural Networks - Computational Intelligence for ICT - (978-3-319-33746-3)

11573/789457 - 2016 - A semi-supervised random vector functional-link network based on the transductive framework
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 01a Articolo in rivista
rivista: INFORMATION SCIENCES (Amsterdam; Boston: Elsevier 1968-) pp. 156-166 - issn: 0020-0255 - wos: WOS:000378969400011 (35) - scopus: 2-s2.0-84940827101 (40)

11573/873289 - 2016 - Distributed semi-supervised support vector machines
Scardapane, Simone; Fierimonte, R.; Di Lorenzo, P.; Panella, Massimo; Uncini, Aurelio - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 43-52 - issn: 0893-6080 - wos: WOS:000377521700005 (40) - scopus: 2-s2.0-84966264868 (47)

11573/902818 - 2016 - Distributed reservoir computing with sparse readouts
Scardapane, Simone; Panella, Massimo; Comminiello, Danilo; Hussain, Amir; Uncini, Aurelio - 01a Articolo in rivista
rivista: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE (New York : Institute of Electrical and Electronics Engineers, c2006-) pp. 59-70 - issn: 1556-603X - wos: WOS:000386226900006 (12) - scopus: 2-s2.0-84992151870 (14)

11573/914948 - 2016 - Diffusion spline adaptive filtering
Scardapane, Simone; Scarpiniti, Michele; Comminiello, Danilo; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: 24th European Signal Processing Conference (EUSIPCO) (Budapest, Hungary)
libro: Proc. of the 24th European Signal Processing Conference (EUSIPCO) - ()

11573/873290 - 2016 - A decentralized training algorithm for Echo State Networks in distributed big data applications
Scardapane, Simone; Wang, Dianhui; Panella, Massimo - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 65-74 - issn: 0893-6080 - wos: WOS:000376232800006 (76) - scopus: 2-s2.0-84940676201 (93)

11573/793940 - 2015 - Prediction of telephone calls load using Echo State Network with exogenous variables
Bianchi, Filippo Maria; Scardapane, Simone; Uncini, Aurelio; Rizzi, Antonello; Sadeghian, Alireza - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 204-213 - issn: 0893-6080 - wos: WOS:000364160900019 (62) - scopus: 2-s2.0-84942565230 (78)

11573/785979 - 2015 - Improving nonlinear modeling capabilities of functional link adaptive filters
Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio - 01a Articolo in rivista
rivista: NEURAL NETWORKS (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 51-59 - issn: 0893-6080 - wos: WOS:000358969900006 (21) - scopus: 2-s2.0-84931268878 (25)

11573/785981 - 2015 - Online selection of functional links for nonlinear system identification
Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Advances in Neural Networks: Computational and Theoretical Issues - (978-3-319-18163-9)

11573/797358 - 2015 - Functional Link Expansions for Nonlinear Modeling of Audio and Speech Signals
Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: 2015 International Joint Conference on Neural Networks (Killarney, Ireland)
libro: Proc. of 2015 International Joint Conference on Neural Networks (IJCNN2015) - ()

11573/670014 - 2015 - Online sequential extreme learning machine with kernels
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (Piscataway, NJ : Institute of Electrical and Electronics Engineeers) pp. 2214-2220 - issn: 2162-237X - wos: WOS:000360437300032 (112) - scopus: 2-s2.0-84939797937 (148)

11573/785980 - 2015 - Significance-based pruning for reservoir’s neurons in echo state networks
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Advances in Neural Networks: Computational and Theoretical Issues - (978-3-319-18163-9)

11573/683251 - 2015 - Distributed learning for random vector functional-link networks
Scardapane, Simone; Dianhui, Wang; Panella, Massimo; Uncini, Aurelio - 01a Articolo in rivista
rivista: INFORMATION SCIENCES (Amsterdam; Boston: Elsevier 1968-) pp. 271-284 - issn: 0020-0255 - wos: WOS:000350929100018 (119) - scopus: 2-s2.0-84922746025 (132)

11573/906280 - 2015 - Distributed music classification using random vector functional-link nets
Scardapane, Simone; Fierimonte, R.; Wang, D.; Panella, Massimo; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: International Joint Conference on Neural Networks, IJCNN 2015 (Killarney, Repubblica di Irlanda)
libro: Proceedings of international joint conference on neural networks - (978-1-4799-1959-8)

11573/903250 - 2015 - Learning from distributed data sources using random vector functional-link networks
Scardapane, Simone; Panella, Massimo; Comminiello, Danilo; Uncini, Aurelio - 04c Atto di convegno in rivista
rivista: PROCEDIA COMPUTER SCIENCE (Amsterdam : Elsevier) pp. 468-477 - issn: 1877-0509 - wos: WOS:000360311000053 (9) - scopus: 2-s2.0-84939140166 (10)
congresso: INNS Conference on Big Data 2015 (San Francisco, CA, U.S.A.)
libro: Procedia Computer Science - ()

11573/789446 - 2015 - Microphone array based classification for security monitoring in unstructured environments
Scardapane, Simone; Scarpiniti, Michele; Bucciarelli, Marta; Colone, Fabiola; Mansueto, Marcello Vincenzo; Parisi, Raffaele - 01a Articolo in rivista
rivista: AEÜ. INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS (Urban & Fischer Verlag Jena:Postfach 100537, D-07705 Jena Germany:011 49 3641 626430, EMAIL: journals@urbanfischer.de, INTERNET: http://www.urbanfischer.de, Fax: 011 49 3641 626500) pp. 1715-1723 - issn: 1434-8411 - wos: WOS:000362151300019 (10) - scopus: 2-s2.0-84941742384 (13)

11573/600394 - 2014 - An interpretable graph-based image classifier
Bianchi, Filippo Maria; Scardapane, Simone; Livi, Lorenzo; Uncini, Aurelio; Rizzi, Antonello - 04b Atto di convegno in volume
congresso: IJCNN 2014 - International Joint Conference on Neural Networks (Beijing; China)
libro: Proc. of IJCNN 2014 - International Joint Conference on Neural Networks - (9781479914845; 9781479966271)

11573/536169 - 2014 - A preliminary study on Transductive Extreme Learning Machines
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 02a Capitolo o Articolo
congresso: 23rd Workshop of the Italian Neural Networks Society, WIRN 2013 (Vietri sul Mare, Salerno)
libro: Recent Advances of Neural Network Models and Applications - (9783319041285; 9783319041292)

11573/601593 - 2014 - GP-Based Kernel Evolution for L2-Regularization Networks
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: IEEE Congress on Computational Intelligence (Beijing; China)
libro: Proceedings of the 2014 IEEE Congress on Computational Intelligence (IEEE CEC 2014) - (9781479914883)

11573/601592 - 2014 - An Effective Criterion for Pruning Reservoir’s Connections in Echo State Networks
Scardapane, Simone; G., Nocco; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: International Joint Conference on Neural Networks (Beijing; China)
libro: Proceedings of the 2014 International Joint Conference on Neural Networks (IJCNN2014) - (9781479914845)

11573/536170 - 2014 - Proportionate algorithms for Blind Source Separation
Scarpiniti, Michele; Comminiello, Danilo; Scardapane, Simone; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
congresso: 23rd Workshop of the Italian Neural Networks Society, WIRN 2013 (Vietri sul Mare, Salerno)
libro: Recent Advances of Neural Network Models and Applications - (9783319041285; 9783319041292)

11573/696475 - 2013 - A framework for adaptive real-time loudness control
Alemanno, Andrea; Scardapane, Simone; Comminiello, Danilo; Uncini, Aurelio; Travaglini, Alessandro - 04b Atto di convegno in volume
congresso: 134th Audio Engineering Society Convention 2013 (Rome; Italy)
libro: 134th Audio Engineering Society Convention 2013 - (978-162748571-5)

11573/536168 - 2013 - Convex combination of MIMO filters for multichannel acoustic echo cancellation
Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio - 04b Atto di convegno in volume
rivista: ISPA (Zagreb : Faculty of Electrical Engineering and Computing, 2001- .) pp. 778-782 - issn: 1845-5921 - wos: WOS:000349789200138 (2) - scopus: 2-s2.0-84896364953 (3)
congresso: 8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013 (Trieste; Italy)
libro: Proceedings of the 8-th International Symposium on Image and Signal Processing and Analysis - (9789531841948)

11573/516510 - 2013 - User-driven quality enhancement for audio signal processing
Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: 134th Audio Engineering Society Convention 2013 (Rome; Italy)
libro: 134-th AES Convention - (9781627485715)

11573/525975 - 2013 - Interactive quality enhancement in acoustic echo cancellation
Comminiello, Danilo; Scardapane, Simone; Scarpiniti, Michele; Uncini, Aurelio - 04b Atto di convegno in volume
congresso: 2013 36th International Conference on Telecommunications and Signal Processing, TSP 2013 (Rome; Italy)
libro: Proceedings of 36th International Conference on Telecommunications and Signal Processing - (9781479904020; 9781479904037; 9781479904044)

11573/508249 - 2013 - PM10 forecasting using kernel adaptive filtering: An Italian case study
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Parisi, Raffaele; Uncini, Aurelio - 02a Capitolo o Articolo
libro: Neural Nets and Surroundings - (9783642354663; 9783642354670)

11573/536167 - 2013 - Music classification using extreme learning machines
Scardapane, Simone; Comminiello, Danilo; Scarpiniti, Michele; Uncini, Aurelio - 04b Atto di convegno in volume
rivista: ISPA (Zagreb : Faculty of Electrical Engineering and Computing, 2001- .) pp. 377-381 - issn: 1845-5921 - wos: WOS:000349789200067 (16) - scopus: 2-s2.0-84896346767 (18)
congresso: 8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013 (Trieste; Italy)
libro: Proceedings of the 8-th International Symposium on Image and Signal Processing and Analysis - (9789531841948)

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