no code implementations • 15 Mar 2024 • Tobia Boschi, Francesca Bonin, Rodrigo Ordonez-Hurtado, Cécile Rousseau, Alessandra Pascale, John Dinsmore
This paper introduces a novel Functional Graph Convolutional Network (funGCN) framework that combines Functional Data Analysis and Graph Convolutional Networks to address the complexities of multi-task and multi-modal learning in digital health and longitudinal studies.
no code implementations • 11 Jan 2024 • Tobia Boschi, Francesca Bonin, Rodrigo Ordonez-Hurtado, Alessandra Pascale, Jonathan Epperlein
This paper introduces a novel methodology for Feature Selection for Functional Classification, FSFC, that addresses the challenge of jointly performing feature selection and classification of functional data in scenarios with categorical responses and multivariate longitudinal features.
no code implementations • 8 Sep 2023 • Rodrigo Ordonez-Hurtado, Bo Wen, Nicholas Barra, Ryan Vimba, Sergio Cabrero-Barros, Sergiy Zhuk, Jeffrey L. Rogers
Driving is a daily routine for many individuals across the globe.