4 papers
Demographic Dependence of Vaccine Adoption under Opinion Persuasion
Alessandro Casu, Camilla Quaresmini, Robin Delabays +2
Inspired by contagion models of social belief formation, we develop an epistemically-informed modeling framework, SIS-Vo, in which vaccine-related information propagates on a signe…
Spectral Flow Learning Theory: Finite-Sample Guarantees for Vector-Field Identification
Chi Ho Leung, Philip E. Paré
We study the identification of continuous-time vector fields from irregularly sampled trajectories. We introduce spectral flow learning, which learns in a windowed flow space using…
Learning Passive Continuous-Time Dynamics with Multistep Port-Hamiltonian Gaussian Processes
Chi Ho Leung, Philip E. Paré
We propose the multistep port-Hamiltonian Gaussian process (MS-PHS GP) to learn physically consistent continuous-time dynamics and a posterior over the Hamiltonian from noisy, irre…
A Physics-Informed Neural Networks-Based Model Predictive Control Framework for Epidemics
Aiping Zhong, Baike She, Philip E. Paré
This work introduces a physics-informed neural networks (PINNs)-based model predictive control (MPC) framework for susceptible-infected-recovered () spreading models. Existing…