Kathleen M. Champion

1. A unified sparse optimization framework to learn parsimonious\n physics-informed models from data
   2019/06/25 by Kathleen M. Champion, Peng Zheng, Champion, Kathleen +7 · 14 citations
   Computer Science · Materials Science · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning in Materials Science #Model Reduction and Neural Networks
2. Discovering Governing Equations from Partial Measurements with Deep Delay Autoencoders
   2022/01/13 by Joseph Bakarji, Kathleen M. Champion, Bakarji, Joseph +5 · 8 citations
   Computer Science · Physics and Astronomy · #Computational Engineering #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Finance #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Time Series Analysis and Forecasting #and Science (cs.CE)