267 citations · 888 across the 15 of their papers we have counts for
3 papers · 1 filter
Sparse learning of stochastic dynamic equations
Lorenzo Boninsegna, Feliks Nüske, Cecilia Clementi
With the rapid increase of available data for complex systems, there is great interest in the extraction of physically relevant information from massive datasets. Recently, a frame…
Data-driven model reduction and transfer operator approximation
Stefan Klus, Feliks Nüske, Péter Koltai +4
In this review paper, we will present different data-driven dimension reduction techniques for dynamical systems that are based on transfer operator theory as well as methods to ap…
Markov State Models from short non-Equilibrium Simulations - Analysis and Correction of Estimation Bias
Feliks Nüske, Hao Wu, Jan-Hendrik Prinz +3
Many state of the art methods for the thermodynamic and kinetic characterization of large and complex biomolecular systems by simulation rely on ensemble approaches, where data fro…