Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds

Andreas Bittracher, Stefan Klus, Boumediene Hamzi +2

We present a novel kernel-based machine learning algorithm for identifying the low-dimensional geometry of the effective dynamics of high-dimensional multiscale stochastic systems.…