Abstract
We study rays and co-rays in the Wasserstein space \(P_p({\mathcal {X}})\) (\(p > 1\)) whose ambient space \({\mathcal {X}}\) is a complete, separable, non-compact, locally compact length space. We show that rays in the Wasserstein space can be represented as probability measures concentrated on the set of rays in the ambient space. We show the existence of co-rays for any prescribed initial probability measure. We introduce Busemann functions on the Wasserstein space and show that co-rays are negative gradient lines in some sense.
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Ambrosio, L., Feng, J.: On a class of first order Hamilton–Jacobi equations in metric spaces. J. Differ. Equ. 256(7), 2194–2245 (2014)
Ambrosio, L., Gigli, N., Savaré, G.: Gradient Flows: In Metric Spaces and in the Space of Probability Measures. Springer, New York (2008)
Arjovsky, M., Chintala, S., Bottou, L.: Wasserstein generative adversarial networks. Int. Conf. Mach. Learn. 214–223, (2017)
Bangert, V.: Geodesic rays, Busemann functions and monotone twist maps. Calc. Var. Partial. Differ. Equ. 2(1), 49–63 (1994)
Bangert, V., Emmerich, P.: Area growth and rigidity of surfaces without conjugate points. J. Differ. Geom. 94(3), 367–385 (2013)
Bangert, V., Gutkin, E.: Insecurity for compact surfaces of positive genus. Geom. Dedicata. 146(1), 165–191 (2010)
Beem, J.K.: Global Lorentzian Geometry. Routledge, London (2017)
Bertrand, J., Kloeckner, B.: A geometric study of Wasserstein spaces: Hadamard spaces. J. Topol. Anal. 4(04), 515–542 (2012)
Billingsley, P.: Convergence of Probability Measures. Wiley, Hoboken (2013)
Burago, D., Burago, Y., Ivanov, S.: A course in metric geometry, Vol. 33. American Mathematical Soc. (2001)
Busemann, H.: The Geometry of Geodesics. Academic Press, New York (1955)
Carmona, R., Delarue, F.: Probabilistic analysis of mean-field games. SIAM J. Control Optim. 51(4), 2705–2734 (2013)
Cheeger, J., Gromoll, D.: The splitting theorem for manifolds of nonnegative Ricci curvature. J. Differ. Geom. 6(1), 119–128 (1971)
Cui, X.: Viscosity solutions, ends and ideal boundaries. Ill. J. Math. 60(2), 459–480 (2016)
Cui, X., Cheng, J.: Busemann functions and barrier functions. Acta Applicandae Mathematicae (2017)
de Acosta, A.: Invariance principles in probability for triangular arrays of B-valued random vectors and some applications. Ann. Probab. 346–373, (1982)
Galloway, G., Horta, A.: Regularity of Lorentzian Busemann functions. Trans. Am. Math. Soc. 348(5), 2063–2084 (1996)
Gangbo, W., Nguyen, T., Tudorascu, A.: Hamilton–Jacobi equations in the Wasserstein space. Methods Appl. Anal. 15(2), 155–184 (2008)
Innami, N.: Differentiability of Busemann functions and total excess. Math. Z. 180(3), 235–247 (1982)
Jin, L., Cui, X.: Global viscosity solutions for eikonal equations on class A Lorentzian 2-tori. Geom. Dedicata. 193(1), 155–192 (2018)
Lisini, S.: Characterization of absolutely continuous curves in Wasserstein spaces. Calc. Var. Partial. Differ. Equ. 28(1), 85–120 (2007)
Papadopoulos, A.: Metric spaces, convexity and nonpositive curvature, Vol. 6. European Mathematical Society, (2005)
Petersen, P.: Riemannian Geometry, vol. 171. Springer, New York (2006)
Santambrogio, F.: Optimal Transport for Applied Mathematicians, pp. 58–63. Birkäuser, New York (2015)
Shiohama, K.: Topology of complete noncompact manifolds. Geometry of geodesics and related topics. Adv. Stud. Pure Math. 3, 423–450 (1984)
Sormani, C.: Busemann functions on manifolds with lower Ricci curvature bounds and minimal volume growth. J. Differ. Geom. 48, 557–585 (1998)
Sormani, C.: The almost rigidity of manifolds with lower bounds on Ricci curvature and minimal volume growth. Commun. Anal. Geom. 8(1), 159–212 (2000)
Villani, C.: Optimal Transport: Old and New, vol. 338. Springer, New York (2008)
Whitt, W.: Weak convergence of probability measures on the function space \(C[0,\infty )\). Ann. Math. Stat. 41(3), 939–944 (1970)
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The authors thank the anonymous referee for helpful suggestions.
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Communicated by A. Malchiodi.
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The third author is supported by the National Natural Science Foundation of China (Grants 11631006, 11790272, 11571166). The Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions (PAPD) and the Fundamental Research Funds for the Central Universities.