28 citations · 47 across the 10 of their papers we have counts for
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math.DS2019
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.…
math.OC2019
Learning chemical reaction networks from trajectory data
Wei Zhang, Stefan Klus, Tim Conrad +1
We develop a data-driven method to learn chemical reaction networks from trajectory data. Modeling the reaction system as a continuous-time Markov chain and assuming the system is…