4Ward: A relayering strategy for efficient training of arbitrarily complex directed acyclic graphs.

Andrea Duggento

Tommaso Boccato Matteo Ferrante Andrea Duggento Nicola Toschi 4Ward: A relayering strategy for efficient training of arbitrarily complex directed acyclic graphs. 127058 2024 February 568 Neurocomputing https://doi.org/10.1016/j.neucom.2023.127058 db/journals/ijon/ijon568.html#BoccatoFDT24

Tommaso Boccato Matteo Ferrante Andrea Duggento Nicola Toschi Beyond multilayer perceptrons: Investigating complex topologies in neural networks. 215-228 2024 171 Neural Networks https://doi.org/10.1016/j.neunet.2023.12.012 db/journals/nn/nn171.html#BoccatoFDT24

Matteo Ferrante Tommaso Boccato Simeon E. Spasov Andrea Duggento Nicola Toschi VAESim: A probabilistic approach for self-supervised prototype discovery. 104746 2023 September 137 Image Vis. Comput. https://doi.org/10.1016/j.imavis.2023.104746 db/journals/ivc/ivc137.html#FerranteBSDT23

Gaetano Valenza Mariano Alcañiz Antonio Luca Alfeo Matteo Bianchi 0002 Vladimir Carli Vincenzo Catrambone Mario G. C. A. Cimino Gabriela Dudnik Andrea Duggento Matteo Ferrante Claudio Gentili Jaime Guixeres Simone Rossi 0002 Nicola Toschi Virginie van Wassenhove The EXPERIENCE Project: Unveiling Extended-Personal Reality Through Automated VR Environments and Explainable Artificial Intelligence. 757-762 2023 MetroXRAINE https://doi.org/10.1109/MetroXRAINE58569.2023.10405613 conf/metroxraine/2023 db/conf/metroxraine/metroxraine2023.html#ValenzaAABCCCDDFGGRTW23 Matteo Ferrante Tommaso Boccato Andrea Duggento Simeon E. Spasov Nicola Toschi Contrastive learning for unsupervised medical image clustering and reconstruction. 2023 NLDL https://doi.org/10.7557/18.6819 conf/nldl/2023 db/conf/nldl/nldl2023.html#FerranteBDST23 Tommaso Boccato Matteo Ferrante Andrea Duggento Nicola Toschi Breaking the Structure of Multilayer Perceptrons with Complex Topologies. 289-301 2023 TAG-ML https://proceedings.mlr.press/v221/boccato23a.html conf/tagml/2023 db/conf/tagml/tagml2023.html#BoccatoFDT23

Giovanna Maria Dimitri Simeon E. Spasov Andrea Duggento Luca Passamonti Pietro Liò Nicola Toschi Multimodal and multicontrast image fusion via deep generative models. 2023 abs/2303.15963 CoRR https://doi.org/10.48550/arXiv.2303.15963 db/journals/corr/corr2303.html#abs-2303-15963

Tommaso Boccato Matteo Ferrante Andrea Duggento Nicola Toschi Beyond Multilayer Perceptrons: Investigating Complex Topologies in Neural Networks. 2023 abs/2303.17925 CoRR https://doi.org/10.48550/arXiv.2303.17925 db/journals/corr/corr2303.html#abs-2303-17925

Andrea Duggento Spase Petkoski Tomislav Stankovski Nicola Toschi Editorial: Synchronization, Swarming and Emergent Behaviors in Complex Networks and Neuroscience. 846189 2022 16 Frontiers Comput. Neurosci. https://doi.org/10.3389/fncom.2022.846189 db/journals/ficn/ficn16.html#DuggentoPST22

Giovanna Maria Dimitri Simeon E. Spasov Andrea Duggento Luca Passamonti Pietro Lió Nicola Toschi Multimodal and multicontrast image fusion via deep generative models. 146-160 2022 88 Inf. Fusion https://doi.org/10.1016/j.inffus.2022.07.017 db/journals/inffus/inffus88.html#DimitriSDPLT22

Matteo Ferrante Andrea Duggento Nicola Toschi Physically constrained neural networks for inferring physiological system models. 148-151 2022 EMBC https://doi.org/10.1109/EMBC48229.2022.9871971 conf/embc/2022 db/conf/embc/embc2022.html#FerranteDT22 Marianna Inglese Andrea Duggento Tommaso Boccato Matteo Ferrante Nicola Toschi Spatiotemporal learning of dynamic positron emission tomography data improves diagnostic accuracy in breast cancer. 186-189 2022 EMBC https://doi.org/10.1109/EMBC48229.2022.9871033 conf/embc/2022 db/conf/embc/embc2022.html#IngleseDBFT22

Andrea Duggento Mario De Lorenzo Stefano Bargione Allegra Conti Vincenzo Catrambone Gaetano Valenza Nicola Toschi An intertwined neural network model for EEG classification in brain-computer interfaces. 2022 abs/2208.08860 CoRR https://doi.org/10.48550/arXiv.2208.08860 db/journals/corr/corr2208.html#abs-2208-08860

Tommaso Boccato Matteo Ferrante Andrea Duggento Nicola Toschi 4Ward: a Relayering Strategy for Efficient Training of Arbitrarily Complex Directed Acyclic Graphs. 2022 abs/2209.02037 CoRR https://doi.org/10.48550/arXiv.2209.02037 db/journals/corr/corr2209.html#abs-2209-02037

Matteo Ferrante Andrea Duggento Nicola Toschi Physically constrained neural networks to solve the inverse problem for neuron models. 2022 abs/2209.11998 CoRR https://doi.org/10.48550/arXiv.2209.11998 db/journals/corr/corr2209.html#abs-2209-11998

Matteo Ferrante Tommaso Boccato Simeon E. Spasov Andrea Duggento Nicola Toschi Contrastive learning for unsupervised medical image clustering and reconstruction. 2022 abs/2209.12005 CoRR https://doi.org/10.48550/arXiv.2209.12005 db/journals/corr/corr2209.html#abs-2209-12005

Matteo Ferrante Tommaso Boccato Simeon E. Spasov Andrea Duggento Nicola Toschi VAESim: A probabilistic approach for self-supervised prototype discovery. 2022 abs/2209.12279 CoRR https://doi.org/10.48550/arXiv.2209.12279 db/journals/corr/corr2209.html#abs-2209-12279

Andrea Duggento Allegra Conti Maria Guerrisi Nicola Toschi Classification of real-world pathological phonocardiograms through multi-instance learning. 771-774 2021 EMBC https://doi.org/10.1109/EMBC46164.2021.9630705 conf/embc/2021 db/conf/embc/embc2021.html#DuggentoCGT21 Giovanna Maria Dimitri Simeon E. Spasov Andrea Duggento Luca Passamonti Pietro Lio' Nicola Toschi Unsupervised stratification in neuroimaging through deep latent embeddings. 1568-1571 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9175810 https://www.wikidata.org/entity/Q100447524 conf/embc/2020 db/conf/embc/embc2020.html#DimitriSDPLT20 Allegra Conti Oluwaseun Akeju Andrea Duggento Shubham Chamadia Riccardo Barbieri Nicola Toschi Frequency dependent functional brain reorganization in anesthesia is specific to drug concentration. 2921-2924 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9176406 https://www.wikidata.org/entity/Q100448060 conf/embc/2020 db/conf/embc/embc2020.html#ContiADCBT20

Andrea Duggento Gaetano Valenza Luca Passamonti Salvatore Nigro Maria Giovanna Bianco Maria Guerrisi Riccardo Barbieri Nicola Toschi A Parsimonious Granger Causality Formulation for Capturing Arbitrarily Long Multivariate Associations. 629 2019 21 Entropy 7 https://doi.org/10.3390/e21070629 https://www.wikidata.org/entity/Q103833581 db/journals/entropy/entropy21.html#DuggentoVPNBGBT19

Allegra Conti Andrea Duggento Maria Guerrisi Luca Passamonti Iole Indovina Nicola Toschi Variability and Reproducibility of Directed and Undirected Functional MRI Connectomes in the Human Brain. 661 2019 21 Entropy 7 https://doi.org/10.3390/e21070661 https://www.wikidata.org/entity/Q103833646 db/journals/entropy/entropy21.html#ContiDGPIT19

Simeon E. Spasov Luca Passamonti Andrea Duggento Pietro Liò Nicola Toschi A parameter-efficient deep learning approach to predict conversion from mild cognitive impairment to Alzheimer's disease. 276-287 2019 189 NeuroImage https://doi.org/10.1016/j.neuroimage.2019.01.031 https://www.wikidata.org/entity/Q91092157 db/journals/neuroimage/neuroimage189.html#SpasovPDLT19

Gaetano Valenza Roberta Sclocco Andrea Duggento Luca Passamonti Vitaly Napadow Riccardo Barbieri Nicola Toschi The central autonomic network at rest: Uncovering functional MRI correlates of time-varying autonomic outflow. 383-390 2019 197 NeuroImage https://doi.org/10.1016/j.neuroimage.2019.04.075 https://www.wikidata.org/entity/Q91760405 db/journals/neuroimage/neuroimage197.html#ValenzaSDPNBT19

Andrea Duggento Manuel Scimeca Nicoletta Urbano Elena Bonanno Marco Aiello 0003 Carlo Cavaliere Giuseppe Leonardo Cascella Davide Cascella Giovanni Conte Maria Guerrisi Nicola Toschi A random initialization deep neural network for discriminating malignant breast cancer lesions. 912-915 2019 EMBC https://doi.org/10.1109/EMBC.2019.8856740 https://www.wikidata.org/entity/Q92694513 conf/embc/2019 db/conf/embc/embc2019.html#DuggentoSUB0CCC19 Gaetano Valenza Andrea Duggento Luca Passamonti Nicola Toschi Riccardo Barbieri Resting State Neural Correlates of Cardiac Sympathetic Dynamics in Healthy Subjects. 4330-4333 2019 EMBC https://doi.org/10.1109/EMBC.2019.8856978 https://www.wikidata.org/entity/Q92698499 conf/embc/2019 db/conf/embc/embc2019.html#ValenzaDPTB19 Andrea Duggento Maria Guerrisi Nicola Toschi Recurrent neural networks for reconstructing complex directed brain connectivity. 6418-6421 2019 EMBC https://doi.org/10.1109/EMBC.2019.8856721 https://www.wikidata.org/entity/Q92700831 conf/embc/2019 db/conf/embc/embc2019.html#DuggentoGT19 Simeon E. Spasov Luca Passamonti Andrea Duggento Pietro Liò Nicola Toschi A Multi-modal Convolutional Neural Network Framework for the Prediction of Alzheimer's Disease. 1271-1274 2018 EMBC https://doi.org/10.1109/EMBC.2018.8512468 https://www.wikidata.org/entity/Q93146340 conf/embc/2018 db/conf/embc/embc2018.html#SpasovPDLT18 Andrea Duggento Luca Passamonti Maria Guerrisi Nicola Toschi A realistic neuronal network and neurovascular coupling model for the study of multivariate directed connectivity in fMRI data. 5537-5540 2018 EMBC https://doi.org/10.1109/EMBC.2018.8513589 https://www.wikidata.org/entity/Q93151720 conf/embc/2018 db/conf/embc/embc2018.html#DuggentoPGT18 R. Riccelli Luca Passamonti Andrea Duggento Maria Guerrisi Iole Indovina Antonio Terracciano Nicola Toschi Dynamical brain connectivity estimation using GARCH models: An application to personality neuroscience. 3305-3308 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037563 https://www.wikidata.org/entity/Q48005538 conf/embc/2017 db/conf/embc/embc2017.html#RiccelliPDGITT17 R. Riccelli Luca Passamonti Andrea Duggento Maria Guerrisi Iole Indovina Nicola Toschi Dynamic inter-network connectivity in the human brain. 3313-3316 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037565 https://www.wikidata.org/entity/Q47738517 conf/embc/2017 db/conf/embc/embc2017.html#RiccelliPDGIT17 Gaetano Valenza Andrea Duggento Luca Passamonti Stefano Diciotti Carlo Tessa Nicola Toschi Riccardo Barbieri Resting-state brain correlates of cardiovascular complexity. 3317-3320 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037566 https://www.wikidata.org/entity/Q48005507 conf/embc/2017 db/conf/embc/embc2017.html#ValenzaDPDTTB17 Gaetano Valenza Andrea Duggento Luca Passamonti Stefano Diciotti Carlo Tessa Riccardo Barbieri Nicola Toschi Resting-state brain correlates of instantaneous autonomic outflow. 3325-3328 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037568 https://www.wikidata.org/entity/Q47738503 conf/embc/2017 db/conf/embc/embc2017.html#ValenzaDPDTBT17 Andrea Duggento Luca Passamonti Maria Guerrisi Gaetano Valenza Riccardo Barbieri Nicola Toschi Estimating directed brain-brain and brain-heart connectivity through globally conditioned Granger causality approaches. 4367-4370 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037823 https://www.wikidata.org/entity/Q48005130 conf/embc/2017 db/conf/embc/embc2017.html#DuggentoPGVBT17 Andrea Duggento Luca Passamonti Maria Guerrisi Nicola Toschi Simultaneous estimation of the in-mean and in-variance causal connectomes of the human brain. 4371-4374 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037824 https://www.wikidata.org/entity/Q47737422 conf/embc/2017 db/conf/embc/embc2017.html#DuggentoPGT17 Nicola Toschi Stefano Ciulli Stefano Diciotti Andrea Duggento Maria Guerrisi Andrea Magrini Luisa Campagnolo Antonio Pietroiusti Forecasting nanoparticle toxicity using nonlinear predictive regressor learning systems. 137-140 2016 EMBC https://doi.org/10.1109/EMBC.2016.7590659 https://www.wikidata.org/entity/Q38749486 conf/embc/2016 db/conf/embc/embc2016.html#ToschiCDDGMCP16 Gaetano Valenza Andrea Romigi Luca Citi Fabio Placidi Francesca Izzi Maria Albanese Enzo Pasquale Scilingo Maria Grazia Marciani Andrea Duggento Maria Guerrisi Nicola Toschi Riccardo Barbieri Predicting seizures in untreated temporal lobe epilepsy using point-process nonlinear models of heartbeat dynamics. 985-988 2016 EMBC https://doi.org/10.1109/EMBC.2016.7590867 https://www.wikidata.org/entity/Q47946266 conf/embc/2016 db/conf/embc/embc2016.html#ValenzaRCPIASMD16 Andrea Duggento Gaetano Valenza Luca Passamonti Maria Guerrisi Riccardo Barbieri Nicola Toschi Reconstructing multivariate causal structure between functional brain networks through a Laguerre-Volterra based Granger causality approach. 5477-5480 2016 EMBC https://doi.org/10.1109/EMBC.2016.7591966 https://www.wikidata.org/entity/Q38923099 conf/embc/2016 db/conf/embc/embc2016.html#DuggentoVPGBT16 Andrea Duggento Marco Giannelli Carlo Tessa Simona Lanzafame Maria Guerrisi Nicola Toschi Distribution-aware estimation of the minimum achievable uncertainty in diffusion-tensor imaging (DTI). 5541-5544 2016 EMBC https://doi.org/10.1109/EMBC.2016.7591982 https://www.wikidata.org/entity/Q36299816 conf/embc/2016 db/conf/embc/embc2016.html#DuggentoGTLGT16 Andrea Duggento Marta Bianciardi Lawrence L. Wald Luca Passamonti Maria Guerrisi Riccardo Barbieri Nicola Toschi Globally conditioned causality in estimating directed brain-heart interactions through joint MRI and RR series analysis. 3795-3798 2015 EMBC https://doi.org/10.1109/EMBC.2015.7319220 https://www.wikidata.org/entity/Q49039513 conf/embc/2015 db/conf/embc/embc2015.html#DuggentoBWPGBT15 Nicola Toschi Andrea Duggento Antonio Canichella Filadelfo Coniglione Mario Dauri Alessandro F. Sabato Maria Guerrisi Intra- and inter-beat modeling of cardiovascular dynamics and control: Assessing haemodynamic stability and responsiveness. 8440-8443 2011 EMBC https://doi.org/10.1109/IEMBS.2011.6092082 https://www.wikidata.org/entity/Q48193968 conf/embc/2011 db/conf/embc/embc2011.html#ToschiDCCDSG11 Marco Aiello 0003 Oluwaseun Akeju Maria Albanese Antonio L. AlfeoAntonio Luca Alfeo Riccardo Barbieri Stefano Bargione Matteo Bianchi 0002 Marta Bianciardi Maria Giovanna Bianco Tommaso Boccato Elena Bonanno Luisa Campagnolo Antonio Canichella Vladimir Carli Davide Cascella Giuseppe Leonardo Cascella Vincenzo Catrambone Carlo Cavaliere Shubham Chamadia Mario G. C. A. Cimino Luca Citi Stefano Ciulli Filadelfo Coniglione Giovanni Conte Allegra Conti Mario Dauri Stefano Diciotti Giovanna Maria Dimitri Gabriela Dudnik Matteo Ferrante Claudio Gentili Marco Giannelli Maria Guerrisi Jaime Guixeres Iole Indovina Marianna Inglese Francesca Izzi Simona Lanzafame Pietro LiòPietro LióPietro Lio' Mario De Lorenzo Andrea Magrini Maria Grazia Marciani Vitaly Napadow Salvatore Nigro Luca Passamonti Spase Petkoski Antonio Pietroiusti Fabio Placidi Mariano Alcañiz RayaMariano Alcañiz R. Riccelli Andrea Romigi Simone Rossi 0002 Alessandro F. Sabato Enzo Pasquale Scilingo Manuel Scimeca Roberta Sclocco Simeon E. Spasov Tomislav Stankovski Antonio Terracciano Carlo Tessa Nicola Toschi Nicoletta Urbano Gaetano Valenza Lawrence L. Wald Virginie van Wassenhove