Publications
N. Evangelou, T. Cui, J. M. Bello-Rivas, A. Makeev, and I. G. Kevrekidis, Tipping Points of Evolving Epidemiological Networks: Machine Learning-assisted, Data-driven Effective Modeling, Chaos: An Interdisciplinary Journal of Nonlinear Science (2024). Also available at arXiv:2311.00797.
G. Fabiani, N. Evangelou, T. Cui, J. M. Bello-Rivas, C. P. Martín-Linares, C. Siettos, I. G. Kevrekidis, Task-Oriented Machine Learning Surrogates for Tipping Points of Agent-Based Models, Nature Communications (2024). Also available at arXiv:2309.14334.
E. R. Crabtree, J. M. Bello-Rivas, and I. G. Kevrekidis, Micro-Macro Consistency in Multiscale Modeling: Score-based Model Assisted Sampling of Fast/Slow Dynamical Systems, Chaos: An Interdisciplinary Journal of Nonlinear Science (2024). Also available at arXiv:2312.05715.
A. Georgiou, H. Vandecasteele, J. M. Bello-Rivas, and I. G. Kevrekidis, Locating Saddle Points Using Gradient Extremals on Manifolds Adaptively Revealed as Point Clouds, Chaos: An Interdisciplinary Journal of Nonlinear Science (2023). Also available at arXiv:2309.16920.
E. R. Crabtree, J. M. Bello-Rivas, A. L. Ferguson, and I. G. Kevrekidis, GANs and Closures: Micro-Macro Consistency in Multiscale Modeling, SIAM Multiscale Modeling and Simulation (2023). Also available at arXiv:2208.10715.
N. Evangelou, F. Dietrich, J. M. Bello-Rivas, A. Yeh, R. Stein, M. A. Bevan, I. G. Kevrekidis, Learning Effective SDEs from Brownian Dynamics Simulations of Colloidal Particles, Molecular Systems Design & Engineering (2023). Also available at arXiv:2205.00286.
J. M. Bello-Rivas, A. Georgiou, H. Vandecasteele, and I. G. Kevrekidis, Gentlest Ascent Dynamics on Manifolds Defined by Adaptively Sampled Point-Clouds, Journal of Physical Chemistry B (2023). Also available at arXiv:2302.04426.
J. M. Bello-Rivas, A. Georgiou, J. Guckenheimer, I. G. Kevrekidis, Staying the Course: Locating Equilibria of Dynamical Systems on Riemannian Manifolds Defined by Point-Clouds, Journal of Mathematical Chemistry (2022). Also available at arXiv:2204.10413.
J. M. Bello-Rivas. Iterative Milestoning. PhD Thesis, University of Texas at Austin (2016).
J. M. Bello-Rivas, R. Elber, Exact Milestoning, The Journal of Chemical Physics (2015).