We study convex and quasiconvex functions on a metric graph. Given a set of points in the metric graph, we consider the largest convex function below the prescribed datum. We characterize this largest convex function as the unique largest viscosity subsolution to a simple differential equation, $ u'' = 0 $ on the edges, plus nonlinear transmission conditions at the vertices. We also study the analogous problem for quasiconvex functions and obtain a characterization of the largest quasiconvex function that is below a given datum.
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[1] | B. Abbasi and A. M. Oberman, A partial differential equation for the $ \epsilon $-uniformly quasiconvex envelope, IMA J. Numer. Anal., 39 (2019), 141-166. doi: 10.1093/imanum/drx068. |
[2] | B. Abbasi and A. M. Oberman, Computing the level set convex hull, J. Sci. Comput., 75 (2018), 26-42. doi: 10.1007/s10915-017-0522-8. |
[3] | E. N. Barron, R. Goebel and R. R. Jensen, Functions which are quasiconvex under linear perturbations, SIAM J. Optim., 22 (2012), 1089-1108. doi: 10.1137/110843496. |
[4] | E. N. Barron, R. Goebel and R. R. Jensen, Quasiconvex functions and nonlinear PDEs, Trans. Amer. Math. Soc., 365 (2013), 4229-4255. doi: 10.1090/S0002-9947-2013-05760-1. |
[5] | E. N. Barron, R. Goebel and R. R. Jensen, The quasiconvex envelope through first-order partial differential equations which characterize quasiconvexity of nonsmooth functions, Discrete Contin. Dyn. Syst. Ser. B, 17 (2012), 1693-1706. doi: 10.3934/dcdsb.2012.17.1693. |
[6] | G. Berkolaiko and P. Kuchment, Introduction to Quantum Graphs, Mathematical Surveys and Monographs, 186, American Mathematical Society, Providence, RI, 2013. doi: 10.1090/surv/186. |
[7] | P. Blanc and J. D. Rossi, Games for eigenvalues of the Hessian and concave/convex envelopes, J. Math. Pures Appl., 127 (2019), 192-215. doi: 10.1016/j.matpur.2018.08.007. |
[8] | J. Cáceres, A. Márquez and M. L. Puertas, Steiner distance and convexity in graphs, European J. Combin., 29 (2008), 726-736. doi: 10.1016/j.ejc.2007.03.007. |
[9] | L. M. Del Pezzo, N. Frevenza and J. D. Rossi, Convex envelopes on trees, J. Convex Anal., 27 (2020), 1195-1218. |
[10] | F. Di Guglielmo, Nonconvex duality in multiobjective optimization, Math. Oper. Res., 2 (1977), 285-291. doi: 10.1287/moor.2.3.285. |
[11] | A. Eberhard and C. E. M. Pearce, Class-inclusion properties for convex functions, in Progress in Optimization ({P}erth, 1998), Appl. Optim., 39, Kluwer Acad. Publ., Dordrecht, 2000,129-133. doi: 10.1007/978-1-4613-0301-5_9. |
[12] | A. Elmoataz and P. Buyssens, On the connection between tug-of-war games and nonlocal PDEs on graphs, C. R. Mécanique, 345 (2017), 177-183. doi: 10.1016/j.crme.2016.12.001. |
[13] | M. Farber and R. E. Jamison, Convexity in graphs and hypergraphs, SIAM J. Algebraic Discrete Methods, 7 (1986), 433-444. doi: 10.1137/0607049. |
[14] | M. Farber and R. E. Jamison, On local convexity in graphs, Discrete Math., 66 (1987), 231-247. doi: 10.1016/0012-365X(87)90099-9. |
[15] | H. Komiya, Elementary proof for Sion's minimax theorem, Kodai Math. J., 11 (1988), 5-7. doi: 10.2996/kmj/1138038812. |
[16] | J. J. Manfredi, A. M. Oberman and A. P. Sviridov, Nonlinear elliptic partial differential equations and $p-$harmonic functions on graphs, Differential Integral Equations, 28 (2015), 79-102. |
[17] | K. Murota, Discrete convex analysis, Math. Programming, 83 (1998), 313-371. doi: 10.1007/BF02680565. |
[18] | K. Murota, Discrete Convex Analysis, SIAM Monographs on Discrete Mathematics and Applications, Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA, 2003. doi: 10.1137/1.9780898718508. |
[19] | K. Murota, Recent developments in discrete convex analysis, in Research Trends in Combinatorial Optimization, Springer, Berlin, 2009,219-260. doi: 10.1007/978-3-540-76796-1_11. |
[20] | C. P. Niculescu and L.-E. Persson, Convex Functions and Their Applications, CMS Books in Mathematics/Ouvrages de Mathématiques de la SMC, 23, Springer, New York, 2006., doi: 10.1007/0-387-31077-0. |
[21] | A. M. Oberman, The convex envelope is the solution of a nonlinear obstacle problem, Proc. Amer. Math. Soc., 135 (2007), 1689-1694. doi: 10.1090/S0002-9939-07-08887-9. |
[22] | A. M. Oberman and L. Silvestre, The Dirichlet problem for the convex envelope, Trans. Amer. Math. Soc., 363 (2011), 5871-5886. doi: 10.1090/S0002-9947-2011-05240-2. |
[23] | C. E. M. Pearce, Quasiconvexity, fractional programming and extremal traffic congestion, in Frontiers in Global Optimization, Nonconvex Optim. Appl., 74, Kluwer Acad. Publ., Boston, MA, 2004,403-409. doi: 10.1007/978-1-4613-0251-3_22. |
[24] | I. M. Pelayo, Geodesic Convexity in Graphs, SpringerBriefs in Mathematics, Springer, New York, 2013. doi: 10.1007/978-1-4614-8699-2. |
[25] | M. Sion, On general minimax theorems, Pacific J. Math., 8 (1958), 171-176. doi: 10.2140/pjm.1958.8.171. |
[26] | M. L. J. van de Vel, Theory of Convex Structures, North-Holland Mathematical Library, 50, North-Holland Publishing Co., Amsterdam, 1993. |