Zobrazeno 1 - 6
of 6
pro vyhledávání: '"Darcy, Matthieu"'
We present a general kernel-based framework for learning operators between Banach spaces along with a priori error analysis and comprehensive numerical comparisons with popular neural net (NN) approaches such as Deep Operator Net (DeepONet) [Lu et al
Externí odkaz:
http://arxiv.org/abs/2304.13202
We consider the problem of learning Stochastic Differential Equations of the form $dX_t = f(X_t)dt+\sigma(X_t)dW_t $ from one sample trajectory. This problem is more challenging than learning deterministic dynamical systems because one sample traject
Externí odkaz:
http://arxiv.org/abs/2209.12086
Publikováno v:
In Journal of Computational Physics 1 January 2024 496
Publikováno v:
In Physica D: Nonlinear Phenomena February 2023 444
Publikováno v:
Physica D: Nonlinear Phenomena. 444:133583
We consider the problem of learning Stochastic Differential Equations of the form $dX_t = f(X_t)dt+\sigma(X_t)dW_t $ from one sample trajectory. This problem is more challenging than learning deterministic dynamical systems because one sample traject