Uy, Wayne Isaac Tan
- Operator inference with roll outs for learning reduced models from scarce and low-quality data
2022/12/02 by Wayne Isaac Tan Uy, Uy, Wayne Isaac Tan, Dirk Hartmann +3 · 5 citations
Computer Science · Engineering · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Reservoir Engineering and Simulation Methods
- Active operator inference for learning low-dimensional dynamical-system models from noisy data
2021/07/20 by Wayne Isaac Tan Uy, Uy, Wayne Isaac Tan, Yuepeng Wang +5 · 2 citations
Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Applications #Gaussian Processes and Bayesian Inference
- Operator inference of non-Markovian terms for learning reduced models\n from partially observed state trajectories
2021/03/01 by Wayne Isaac Tan Uy, Benjamin Peherstorfer, Uy, Wayne Isaac Tan +1 · 1 citation
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA)