267 citations · 1.1k across the 40 of their papers we have counts for
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stat.ML2016★ 153 cited
Variational Koopman models: slow collective variables and molecular kinetics from short off-equilibrium simulations
Hao Wu, Feliks Nüske, Fabian Paul +3
Markov state models (MSMs) and Master equation models are popular approaches to approximate molecular kinetics, equilibria, metastable states, and reaction coordinates in terms of…
math.DS2016★ 100 cited
Understanding the geometry of transport: diffusion maps for Lagrangian trajectory data unravel coherent sets
Ralf Banisch, Péter Koltai
Dynamical systems often exhibit the emergence of long-lived coherent sets, which are regions in state space that keep their geometric integrity to a high extent and thus play an im…