Concepedia

GPLaSDI: Gaussian Process-based interpretable Latent Space Dynamics Identification through deep autoencoder

Christophe Bonneville, Youngsoo Choi, Debojyoti Ghosh, Jonathan L. Belof

Computer Methods in Applied Mechanics and Engineering · 2023 · 28 citations · 45 references

Open access

Concepts

ComputingComputer ScienceData ScienceDynamical SystemsMachine LearningTime Series AnalysisDeep LearningGaussian Process ModelingGaussian ProcessesRepresentation LearningState-space ModelingState-space RepresentationAutoencodersGaussian Process Latent Variable ModelsGaussian Process State-space Models

References

45

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Reducing the Dimensionality of Data with Neural Networks

Geoffrey E. Hinton, Ruslan Salakhutdinov · Science · 2006 · 21K citations

Computing, Computer Science, Artificial Intelligence +14

Efficient Implementation of Weighted ENO Schemes

Guang-Shan Jiang, Chi‐Wang Shu · Journal of Computational Physics · 1996 · 6.5K citations · Full text

Computing, Computer Science, Numerical Weather Prediction +1

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

Steven L. Brunton, Joshua L. Proctor, J. Nathan Kutz · Proceedings of the National Academy of Sciences · 2016 · 4.5K citations · Full text

Natural Sciences, Computer Science, Physics +17