About Juan Pablo Muñoz Díaz Juan Pablo Muñoz Díaz Ph.D. Student, Applied Mathematics and Computational Science applied mathematics bioscience Dynamical Systems deep learning bifurcation theory Events Presented Events Jul 6 - Jul 12, 2025 Discovery of Low-Dimensional Generative Models for Complex Dynamical Systems Juan Pablo Muñoz Díaz, Ph.D. Student, Applied Mathematics and Computational Science Jul 9, 09:00 - 10:00 B2 L5 R5220; Zoom Meeting 95274807609 generative ai applied mathematics bioscience Dynamical Systems deep learning This thesis presents a data-driven framework for discovering low-dimensional generative models of complex systems by using a library of normal-form equations to identify both observable dynamics and hidden control variables directly from time-series data.
Discovery of Low-Dimensional Generative Models for Complex Dynamical Systems Juan Pablo Muñoz Díaz, Ph.D. Student, Applied Mathematics and Computational Science Jul 9, 09:00 - 10:00 B2 L5 R5220; Zoom Meeting 95274807609 generative ai applied mathematics bioscience Dynamical Systems deep learning This thesis presents a data-driven framework for discovering low-dimensional generative models of complex systems by using a library of normal-form equations to identify both observable dynamics and hidden control variables directly from time-series data.
Related Sites Applied Mathematics and Computational Science (AMCS) Living Systems Laboratory (LivingSystems) Environmental Epigenetics Program (KEEP) Related Content Events 1
