Sparse learning of stochastic dynamical equations

Transition Manifolds of Complex Metastable Systems

(2017) Andreas Bittracher et al.   JOURNAL OF NONLINEAR SCIENCE

Data-driven discovery of partial differential equations

(2017) Samuel H. Rudy et al.   Science Advances

Effective dynamics along given reaction coordinates, and reaction rate theory

(2016) Wei Zhang et al.   FARADAY DISCUSSIONS

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

(2016) Steven L. Brunton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Effective dynamics along given reaction coordinates, and reaction rate theory

(2016) Wei Zhang et al.   FARADAY DISCUSSIONS

A new framework for extracting coarse-grained models from time series with multiscale structure

(2015) S. Kalliadasis et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Discovering Mountain Passes via Torchlight: Methods for the Definition of Reaction Coordinates and Pathways in Complex Macromolecular Reactions

(2013) Mary A. Rohrdanz et al.   Annual Review of Physical Chemistry

Data driven Langevin modeling of biomolecular dynamics

(2013) Norbert Schaudinnus et al.   JOURNAL OF CHEMICAL PHYSICS

Markov models of molecular kinetics: Generation and validation

(2011) Jan-Hendrik Prinz et al.   JOURNAL OF CHEMICAL PHYSICS

Regression shrinkage and selection via the lasso: a retrospective

(2011) Robert Tibshirani   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Diffusion Estimation from Multiscale Data by Operator Eigenpairs

(2011) Daan Crommelin et al.   MULTISCALE MODELING & SIMULATION

Effective dynamics using conditional expectations

(2010) Frédéric Legoll et al.   NONLINEARITY

Multidimensional Langevin modeling of biomolecular dynamics

(2009) Rainer Hegger et al.   JOURNAL OF CHEMICAL PHYSICS

Equation-Free Multiscale Computation: Algorithms and Applications

(2008) Ioannis G. Kevrekidis et al.   Annual Review of Physical Chemistry