active-subspace

There are 1 repository under active-subspace topic.

hippylib / hippyflow
Dimension reduced surrogate construction for parametric PDE maps
neural-networks dimension-reduction dimensionality-reduction reduced-order-surrogate-model reduced-order-modeling reduced-basis active-subspace karhunen-loeve proper-orthogonal-decomposition parametric-pde parametric-pdes surrogate-models deep-learning
Language:Python 36
tomoleary / dino
Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning
active-subspace deep-learning derivative-informed-neural-operator derivative-learning dimensionality-reduction machine-learning neural-operator parametric-pde parametric-pdes surrogate-models
Language:Python 18
ShuaiGuo16 / Data-driven-High-dimensional-UQ-Analysis
Project source code and data for uncertainty quantification on combustion instability prediction using a machine-learning-enhanced strategy
uncertainty-quantification active-subspace monte-carlo-simulation machine-learning supervised-learning dimensionality-reduction data-science statistics
Language:MATLAB 9
jiweiqi / nnsubspace
Uncertainty Propagation in Deep Neural Network Using Active Subspace
adversarial-example deep-neural-networks active-subspace uncertainty-quantification
Language:Jupyter Notebook 8