We study the approximation of Wasserstein gradient structures by their finite-dimensional analog. We show that simple finite-volume discretizations of the linear Fokker-Planck equation exhibit the recently established entropic gradient-flow structure for reversible Markov chains. Then we reprove the convergence of the discrete scheme in the limit of vanishing mesh size using only the involved gradient-flow structures. In particular, we make no use of the linearity of the equations nor of the fact that the Fokker-Planck equation is of second order.
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Kings Coll London, Dept Math, London WC2R 2LS, EnglandKings Coll London, Dept Math, London WC2R 2LS, England
Crucinio, Francesca R.
De Bortoli, Valentin
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PSL Univ, Comp Sci Dept, CNRS, ENS, 45 Rue Ulm, F-75230 Paris 05, FranceKings Coll London, Dept Math, London WC2R 2LS, England
De Bortoli, Valentin
Doucet, Arnaud
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Univ Oxford, Dept Stat, 24-29 St Giles, Oxford OX1 3LB, EnglandKings Coll London, Dept Math, London WC2R 2LS, England
Doucet, Arnaud
Johansen, Adam M.
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Univ Warwick, Dept Stat, Coventry CV4 7AL, England
Alan Turing Inst, British Lib, 96 Euston Rd, London NW1 2DB, EnglandKings Coll London, Dept Math, London WC2R 2LS, England
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NYU, Courant Inst Math Sci, New York, NY 10012 USA
Tech Univ Eindhoven, Dept Math & Comp Sci, NL-5600 MB Eindhoven, NetherlandsNYU, Courant Inst Math Sci, New York, NY 10012 USA
Portegies, Jacobus W.
Peletier, Mark A.
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Tech Univ Eindhoven, Dept Math & Comp Sci, NL-5600 MB Eindhoven, Netherlands
Tech Univ Eindhoven, Inst Complex Mol Syst, NL-5600 MB Eindhoven, NetherlandsNYU, Courant Inst Math Sci, New York, NY 10012 USA
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Univ Claude Bernard Lyon 1, Univ Jean Monnet, Ecole Cent Lyon,CNRS,INSA Lyon, ICJ UMR5208, F-69622 Villeurbanne, FranceUniv Claude Bernard Lyon 1, Univ Jean Monnet, Ecole Cent Lyon,CNRS,INSA Lyon, ICJ UMR5208, F-69622 Villeurbanne, France