Search Results for author: Fabian Paul

Found 3 papers, 1 papers with code

The mechanism of RNA base fraying: molecular dynamics simulations analyzed with core-set Markov state models

1 code implementation29 Nov 2018 Giovanni Pinamonti, Fabian Paul, Frank Noé, Alex Rodriguez, Giovanni Bussi

We here use molecular dynamics simulations and Markov state models to characterize the kinetics of RNA fraying and its sequence and direction dependence.

Computational Physics Statistical Mechanics Biological Physics Chemical Physics Biomolecules

Variational Selection of Features for Molecular Kinetics

no code implementations28 Nov 2018 Martin K. Scherer, Brooke E. Husic, Moritz Hoffmann, Fabian Paul, Hao Wu, Frank Noé

The modeling of atomistic biomolecular simulations using kinetic models such as Markov state models (MSMs) has had many notable algorithmic advances in recent years.

Model Selection

Variational Koopman models: slow collective variables and molecular kinetics from short off-equilibrium simulations

no code implementations20 Oct 2016 Hao Wu, Feliks Nüske, Fabian Paul, Stefan Klus, Peter Koltai, Frank Noé

Recently, a powerful generalization of MSMs has been introduced, the variational approach (VA) of molecular kinetics and its special case the time-lagged independent component analysis (TICA), which allow us to approximate slow collective variables and molecular kinetics by linear combinations of smooth basis functions or order parameters.

Clustering Dimensionality Reduction

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