Andrea Arnold, Ph.D.
Associate Professor
Associate Professor
Department of Mathematical Sciences
Department of Mathematical Sciences
Worcester Polytechnic Institute
Worcester Polytechnic Institute
Research Areas
Research Areas
- Computational Mathematics
- Inverse Problems
- Uncertainty Quantification
- Bayesian Scientific Computing
- Parameter Estimation
- Data Assimilation
- Mathematical Biology
Recent News
Recent News
Oct. 2024: Caitlin presented our work on "Machine Learning for System Identification and Parameter Estimation" at the 2024 SIAM Conference on Mathematics of Data Science in Atlanta. Check out the corresponding article on arXiv! [link]
Oct. 2024: Check out two new research articles from my lab now available on arXiv: (1) "Integrating Physics-Informed Deep Learning and Numerical Methods for Robust Dynamics Discovery and Parameter Estimation" [link] and (2) "Data-Driven Modeling and Prediction of Microglial Cell Dynamics in the Ischemic Penumbra" [link].
Aug. 2024: Great time with The Inverse Solvers at the ICERM-SIAM "Empowering a Diverse Computational Mathematics Research Community" workshop!