no code implementations • 15 Sep 2023 • Laura Ferrarotti, Massimiliano Luca, Gabriele Santin, Giorgio Previati, Gianpiero Mastinu, Massimiliano Gobbi, Elena Campi, Lorenzo Uccello, Antonino Albanese, Praveen Zalaya, Alessandro Roccasalva, Bruno Lepri
To gauge the practicality and acceptability of the policy, we conduct evaluations with human participants using the simulator, focusing on a range of metrics like traffic smoothness and safety perception.
no code implementations • 2 Jul 2022 • Anna Nguyen, Antonio Longa, Massimiliano Luca, Joe Kaul, Gabriel Lopez
State of the art Graph Neural Networks (GNNs) are used to extract information from the Tweet-MLN and make predictions based on the extracted graph features.
1 code implementation • 12 Mar 2022 • Marco Cardia, Massimiliano Luca, Luca Pappalardo
We propose CrowdNet, a solution to crowd flow prediction based on graph convolutional networks.
1 code implementation • 7 Mar 2022 • Massimiliano Luca, Luca Pappalardo, Bruno Lepri, Gianni Barlacchi
Next-location prediction, consisting of forecasting a user's location given their historical trajectories, has important implications in several fields, such as urban planning, geo-marketing, and disease spreading.
no code implementations • 22 Feb 2022 • Giovanni Mauro, Massimiliano Luca, Antonio Longa, Bruno Lepri, Luca Pappalardo
We conduct extensive experiments on public datasets of bike and taxi rides to show that MoGAN outperforms the classical Gravity and Radiation models regarding the realism of the generated networks.
1 code implementation • 4 Dec 2020 • Massimiliano Luca, Gianni Barlacchi, Bruno Lepri, Luca Pappalardo
The study of human mobility is crucial due to its impact on several aspects of our society, such as disease spreading, urban planning, well-being, pollution, and more.
1 code implementation • 1 Dec 2020 • Filippo Simini, Gianni Barlacchi, Massimiliano Luca, Luca Pappalardo
The movements of individuals within and among cities influence critical aspects of our society, such as well-being, the spreading of epidemics, and the quality of the environment.