Regular biography
ORTEGA, Juan-Pablo is a Professor Lee Soo Ying Professor of Mathematics at Nanyang Technological University, School of Physical and Mathematical Sciences. He holds the title of Head, Mathematical Sciences, and serves as Associate Chair (Faculty). ORTEGA earned his PhD from the University of California, Santa Cruz. His research interests include learning of dynamic processes, dynamical and controlled systems, geometric mechanics, financial econometrics, and physiological signal treatment. His office is located at SPMS-MAS-05-25.
Scholar-generated biography
Juan-Pablo Ortega is a researcher at Nanyang Technological University, specializing in the learning of dynamic processes and geometric mechanics. His work explores the intersection of mathematical physics and machine learning, with a focus on Hamiltonian systems, symmetry reduction, and reservoir computing. He has published extensively on topics such as momentum maps, Hamiltonian reduction, and the universality of echo state networks. His research also addresses stochastic dynamics, approximation bounds for neural networks, and the application of geometric methods to predict economic phenomena such as bank failures. Ortega's contributions span both theoretical and applied aspects of dynamic systems and computational learning.