Deep Spectral Learning of Embedded Latent Transfer Operators for Stochastic Dynamical Systems

In three linesSpectral learning method for stochastic nonlinear dynamical systems using embedded latent transfer operators in deep feature spaces. Deep Spectral Encoder (DSE) combines neural encoder, functional canonical correlation analysis, and sequential Bayesian filtering. Outperforms DMD and Bayesian filtering baselines under noise and partial observability.

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