Space-time error estimates for deep neural network approximations for differential equations - Grohs, Philipp; Hornung, Fabian; Jentzen, Arnulf; Zimmermann, Philipp (Advances in computational mathematics, 2023)
Keywords: Approximation; Artificial neural networks; Computational mathematics; Computational Mathematics and Numerical Analysis; Computational Science and Engineering; Computer vision; Deep learning; Errors; Estimates; Image classification; Machine learning; Mathematical and Computational Biology; Mathematical Modeling and Industrial Mathematics; Mathematics; Mathematics and Statistics; Natural language processing; Neural networks; Object recognition; Partial differential equations; Spacetime; Speech recognition; Visualization; ANNs; Space-time error; PDEs