Markov models of molecular kinetics: Generation and validation
Freie Universität Berlin · QB3
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Abstract
Markov state models of molecular kinetics (MSMs), in which the long-time statistical dynamics of a molecule is approximated by a Markov chain on a discrete partition of configuration space, have seen widespread use in recent years. This approach has many appealing characteristics compared to straightforward molecular dynamics simulation and analysis, including the potential to mitigate the sampling problem by extracting long-time kinetic information from short trajectories and the ability to straightforwardly calculate expectation values and statistical uncertainties of various stationary and dynamical molecular observables. In this paper, we summarize the current state of the art in generation and validation…
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9Topics & keywords
Topics
Keywords
- Statistical physics
- Markov chain
- Molecular dynamics
- Estimator
- Discretization
- Metastability
- Markov process
- State space
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