A generalized dual maximizer for the Monge–Kantorovich transport problem∗
Mathias Beiglböck; Christian Léonard; Walter Schachermayer
ESAIM: Probability and Statistics (2012)
- Volume: 16, page 306-323
- ISSN: 1292-8100
Access Full Article
topAbstract
topHow to cite
topBeiglböck, Mathias, Léonard, Christian, and Schachermayer, Walter. "A generalized dual maximizer for the Monge–Kantorovich transport problem∗." ESAIM: Probability and Statistics 16 (2012): 306-323. <http://eudml.org/doc/222460>.
@article{Beiglböck2012,
abstract = {The dual attainment of the Monge–Kantorovich transport problem is analyzed in a general
setting. The spaces X,Y are assumed to be polish and equipped with Borel
probability measures μ and ν. The transport cost
function c : X × Y → [0,∞] is assumed
to be Borel measurable. We show that a dual optimizer always exists, provided we interpret
it as a projective limit of certain finitely additive measures. Our methods are functional
analytic and rely on Fenchel’s perturbation technique.},
author = {Beiglböck, Mathias, Léonard, Christian, Schachermayer, Walter},
journal = {ESAIM: Probability and Statistics},
keywords = {Optimal transport; duality in function spaces; Fenchel’s perturbation technique; optimal transport; Fenchel's perturbation technique},
language = {eng},
month = {7},
pages = {306-323},
publisher = {EDP Sciences},
title = {A generalized dual maximizer for the Monge–Kantorovich transport problem∗},
url = {http://eudml.org/doc/222460},
volume = {16},
year = {2012},
}
TY - JOUR
AU - Beiglböck, Mathias
AU - Léonard, Christian
AU - Schachermayer, Walter
TI - A generalized dual maximizer for the Monge–Kantorovich transport problem∗
JO - ESAIM: Probability and Statistics
DA - 2012/7//
PB - EDP Sciences
VL - 16
SP - 306
EP - 323
AB - The dual attainment of the Monge–Kantorovich transport problem is analyzed in a general
setting. The spaces X,Y are assumed to be polish and equipped with Borel
probability measures μ and ν. The transport cost
function c : X × Y → [0,∞] is assumed
to be Borel measurable. We show that a dual optimizer always exists, provided we interpret
it as a projective limit of certain finitely additive measures. Our methods are functional
analytic and rely on Fenchel’s perturbation technique.
LA - eng
KW - Optimal transport; duality in function spaces; Fenchel’s perturbation technique; optimal transport; Fenchel's perturbation technique
UR - http://eudml.org/doc/222460
ER -
References
top- J. Aaronson, An introduction to infinite ergodic theory, in Math. Surveys Monogr., Amer. Math. Soc. Providence, RI 50 (1997).
- J. Aaronson and M. Keane, The visits to zero of some deterministic random walks. Proc. London Math. Soc.44 (1982) 535–553.
- L. Ambrosio and A. Pratelli, Existence and stability results in the L1-theory of optimal transportation, CIME Course Lect. Notes Math. 1813 (2003) 123–160.
- M. Beiglböck, M. Goldstern, G. Maresh and W. Schachermayer, Optimal and better transport plans. J. Funct. Anal.256 (2009) 1907–1927.
- M. Beiglböck, C. Léonard and W. Schachermayer, A general duality theorem for the Monge–Kantorovich transport problem. Submitted (2009).
- M. Beiglböck, C. Léonard and W. Schachermayer, On the duality of the Monge–Kantorovich transport problem, in Summer school on optimal transport. Séminaires et Congrès, Société Mathématique de France, Institut Fourier, Grenoble (2009)
- Y. Brenier, Polar factorization and monotone rearrangement of vector-valued functions. Comm. Pure Appl. Math.44 (1991) 375–417.
- M. Beiglböck and W. Schachermayer, Duality for Borel measurable cost functions. Trans. Amer. Math. Soc.363 (2011) 4203–4224.
- Probabilités, I (Univ. Rennes, Rennes, 1976). Exp. No. 5, Dépt. Math. Informat., Univ. Rennes, Rennes (1976) 7.
- L. Cafarelli and R.J. McCann, Free boundaries in optimal transport and Monge–Ampere obstacle problems. Ann. of Math.171 (2010) 673–730.
- A. de Acosta, Invariance principles in probability for triangular arrays of B-valued random vectors and some applications. Ann. Probab.10 (1982) 346–373.
- L. Decreusefond, Wasserstein distance on configuration space. Potential Anal.28 (2008) 283–300.
- L. Decreusefond, A. Joulin and N. Savy, Upper bounds on Rubinstein distances on configuration spaces and applications. Commun. Stochastic Anal.4 (2010) 377–399.
- R.M. Dudley, Probabilities and metrics, Convergence of laws on metric spaces, with a view to statistical testing, No. 45. Matematisk Institut, Aarhus Universitet, Aarhus. Lect. Notes Ser. (1976).
- R.M. Dudley, Real analysis and probability, Cambridge University Press, Cambridge. Cambridge Studies in Adv. Math.74 (2002). Revised reprint of the 1989 original.
- X. Fernique, Sur le théorème de Kantorovich-Rubinstein dans les espaces polonais in Seminar on Probability, XV (Univ. Strasbourg, Strasbourg, 1979/1980) (French). Lect. Notes Math.850 (1981) 6–10.
- A. Figalli, The optimal partial transport problem. Arch. Rational Mech. Anal.195 (2010) 533–560.
- D. Feyel and A.S. Üstünel, Measure transport on Wiener space and the Girsanov theorem. C. R. Math. Acad. Sci. Paris334 (2002) 1025–1028.
- D. Feyel and A.S. Üstünel, Monge-Kantorovitch measure transportation and Monge–Ampère equation on Wiener space. Probab. Theory Relat. Fields128 (2004) 347–385.
- D. Feyel and A.S. Üstünel, Monge-Kantorovitch measure transportation, Monge–Ampère equation and the Itô calculus, in Stochastic analysis and related topics in Kyoto. Adv. Stud. Pure Math. Math. Soc. Japan41 (2004) 49–74.
- D. Feyel and A.S. Üstünel, Solution of the Monge-Ampère equation on Wiener space for general log-concave measures. J. Funct. Anal.232 (2006) 29–55.
- N. Gaffke and L. Rüschendorf, On a class of extremal problems in statistics. Math. Operationsforsch. Statist. Ser. Optim.12 (1981) 123–135.
- W. Gangbo and R.J. McCann, The geometry of optimal transportation. Acta Math.177 (1996) 113–161.
- L.V. Kantorovich, On the translocation of masses. C. R. (Dokl.) Acad. Sci. URSS37 (1942) 199–201.
- L.V. Kantorovič and G.Š. Rubinšteĭn, On a space of completely additive functions. Vestnik Leningrad. Univ.13 (1958) 52–59.
- H. Kellerer, Duality theorems for marginal problems. Z. Wahrscheinlichkeitstheorie Verw. Gebiete67 (1984) 399–432.
- C. Léonard, A saddle-point approach to the Monge–Kantorovich transport problem. ESAIM : COCV17 (2011) 682–704.
- R. McCann, Existence and uniqueness of monotone measure-preserving maps. Duke Math. J.80 (1995) 309–323.
- T. Mikami, A simple proof of duality theorem for Monge–Kantorovich problem. Kodai Math. J.29 (2006) 1–4.
- T. Mikami and M. Thieullen, Duality theorem for the stochastic optimal control problem. Stoch. Proc. Appl.116 (2006) 1815–1835.
- D. Ramachandran and L. Rüschendorf, A general duality theorem for marginal problems. Probab. Theory Relat. Fields101 (1995) 311–319.
- D. Ramachandran and L. Rüschendorf, Duality and perfect probability spaces. Proc. Amer. Math. Soc.124 (1996) 2223–2228.
- M. Reed and B. Simon, Methods of Modern Mathematical Physics, I : Functional Analysis. Academic Press (1980).
- L. Rüschendorf, On c-optimal random variables. Stat. Probab. Lett.27 (1996) 267–270.
- K. Schmidt, A cylinder flow arising from irregularity of distribution. Compositio Math.36 (1978) 225–232.
- W. Schachermayer and J. Teichman, Characterization of optimal transport plans for the Monge–Kantorovich problem. Proc. Amer. Math. Soc.137 (2009) 519–529.
- A. Szulga, On minimal metrics in the space of random variables. Teor. Veroyatnost. i Primenen.27 (1982) 401–405.
- A.S. Üstünel, A necessary, and sufficient condition for invertibility of adapted perturbations of identity on Wiener space. C. R. Acad. Sci. Paris, Ser. I346 (2008) 897–900.
- A.S. Üstünel and M. Zakai, Sufficient conditions for the invertibility of adapted perturbations of identity on the Wiener space. Probab. Theory Relat. Fields139 (2007) 207–234.
- C. Villani, Topics in Optimal Transportation, in Graduate Studies in Mathematics. Amer. Math. Soc., Providence RI 58 (2003).
- C. Villani, Optimal Transport, Old and New, in Grundlehren der mathematischen Wissenschaften. Springer 338 (2009).
NotesEmbed ?
topTo embed these notes on your page include the following JavaScript code on your page where you want the notes to appear.