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Arxiv
4d
114
Image Credit: Arxiv
Learning Stochastic Dynamical Systems with Structured Noise
- Stochastic differential equations (SDEs) are used for modeling in various fields.
- A nonparametric framework is presented to learn drift and diffusion terms in SDE systems.
- The framework is effective in systems with singular covariance matrix and high dimensionality reduction.
- The framework is demonstrated through examples in physics, biology, and collective dynamics.
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