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pro vyhledávání: '"Duggento, Andrea"'
In this study, we explore the impact of network topology on the approximation capabilities of artificial neural networks (ANNs), with a particular focus on complex topologies. We propose a novel methodology for constructing complex ANNs based on vari
Externí odkaz:
http://arxiv.org/abs/2303.17925
Autor:
Dimitri, Giovanna Maria, Spasov, Simeon, Duggento, Andrea, Passamonti, Luca, Li`o, Pietro, Toschi, Nicola
Recently, it has become progressively more evident that classic diagnostic labels are unable to reliably describe the complexity and variability of several clinical phenotypes. This is particularly true for a broad range of neuropsychiatric illnesses
Externí odkaz:
http://arxiv.org/abs/2303.15963
In medicine, curated image datasets often employ discrete labels to describe what is known to be a continuous spectrum of healthy to pathological conditions, such as e.g. the Alzheimer's Disease Continuum or other areas where the image plays a pivota
Externí odkaz:
http://arxiv.org/abs/2209.12279
The lack of large labeled medical imaging datasets, along with significant inter-individual variability compared to clinically established disease classes, poses significant challenges in exploiting medical imaging information in a precision medicine
Externí odkaz:
http://arxiv.org/abs/2209.12005
Thanks to their ease of implementation, multilayer perceptrons (MLPs) have become ubiquitous in deep learning applications. The graph underlying an MLP is indeed multipartite, i.e. each layer of neurons only connects to neurons belonging to the adjac
Externí odkaz:
http://arxiv.org/abs/2209.02037
Autor:
Duggento, Andrea, De Lorenzo, Mario, Bargione, Stefano, Conti, Allegra, Catrambone, Vincenzo, Valenza, Gaetano, Toschi, Nicola
The brain computer interface (BCI) is a nonstimulatory direct and occasionally bidirectional communication link between the brain and a computer or an external device. Classically, EEG-based BCI algorithms have relied on models such as support vector
Externí odkaz:
http://arxiv.org/abs/2208.08860
Publikováno v:
In Neural Networks March 2024 171:215-228
Publikováno v:
In Neurocomputing 1 February 2024 568
Autor:
Toschi, Nicola, Duggento, Andrea, Barbieri, Riccardo, Garcia, Ronald G., Fisher, Harrison P., Kettner, Norman W., Napadow, Vitaly, Sclocco, Roberta
Publikováno v:
In Brain Stimulation November-December 2023 16(6):1557-1565
Publikováno v:
In Image and Vision Computing September 2023 137