Abstract
In 1956 Marguerite Frank and Paul Wolfe proved that a quadratic function which is bounded below on a polyhedron P attains its infimum on P. In this work we search for larger classes of sets F with this Frank-and-Wolfe property. We establish the existence of non-polyhedral Frank-and-Wolfe sets, obtain internal characterizations by way of asymptotic properties, and investigate stability of the Frank-and-Wolfe class under various operations.
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References
Andronov, V., Belousov, E., Shironin, V.: On solvability of the problem of polynomial programming (in Russian). Izvestija Akadem. Nauk SSSR, Tekhnicheskaja Kibernetika 4, 194–197 (1982). Translated as News of the Academy of Science of USSR, Dept. of Technical Sciences, Technical Cybernetics.
Bank, B., Guddat, J., Klatte, D., Kummer, B., Tammer, K.: Non-linear parametric optimization. Birkhäuser, Basel-Boston-Stuttgart (1983)
Belousov, E.: Introduction to Convex Analysis and Integer Programming (in Russian). Moscow University Publisher (1977)
Belousov, E., Klatte, D.: A Frank-Wolfe theorem for convex polynomial programs. Comput. Optim. Appl. 22(1), 37–48 (2002)
Blum, E., Oettli, W.: Direct proof of the existence theorem in quadratic programming. Operations Research 20, 165–167 (1972)
Collatz, L., Wetterling, W.: Optimization Problems. Springer Verlag (1975)
Eaves, B.: On quadratic programming. Management Sci. 17(11), 698–711 (1971)
Frank, M., Wolfe, P.: An algorithm for quadratic programming. Naval Research Logistics Quarterly 3, 95–110 (1956)
Goberna, M.A., González, E., Martínez-Legaz, J.E., Todorov, M.I.: Motzkin decomposition of closed convex sets. J Math. Anal. Appl. 364, 209–221 (2010)
Iusem, A.N., Martínez-Legaz, J.E., Todorov, M.I.: Motzkin predecomposable sets. J. Global Optim. 60(4), 635–647 (2014)
Klee, V.: Asymptotes and projections of convex sets. Math. Scand. 8, 356–362 (1960)
Kummer., B.: Globale Stabilität quadratischer Optimierungsprobleme. Wissenschaftliche Zeitschrift der Humboldt-Universität zu Berlin, Math.-Nat. R. XXVI(5), 565–569 (1977)
Liu, M., Pataki, G.: Exact duals and short certificates of infeasibility and weak infeasibility in conic linear programming. Math. Prog. 167, 435–480 (2018)
Luo, Z.Q., Zhang, S.: On extensions of the Frank-Wolfe theorems. Comput. Optim. Appl. 13, 87–110 (1999)
Martínez-Legaz, J.E., Noll, D., Sosa, W.: Minimization of quadratic functions on convex sets without asymptotes. Journal of Convex Analysis 25, 623–641 (2018)
Mirkil, H.: New characterizations of polyhedral cones. Can. J. Math. 9, 1–4 (1957)
Rockafellar, R.T.: Convex Analysis. Princeton University Press (1970)
Schrijver, A.: Theory of Linear and Integer Programming. John Wiley & Sons (1986)
Tam, N.N.: Continuity of the optimal value function in indefinite quadratic programming. J. Global Optim. 23(1), 43–61 (2002)
Acknowledgements
Helpful discussions with B. Kummer (HU Berlin) and D. Klatte (Zürich) are gratefully acknowledged. We are indebted to Vera Roshchina (Australia) for having pointed out reference [16]. J.E. Martínez-Legaz was supported by the MINECO of Spain, Grant MTM2014-59179-C2-2-P, and by the Severo Ochoa Programme for Centres of Excellence in R&D [SEV-2015-0563]. He is affiliated with MOVE (Markets, Organizations and Votes in Economics). D. Noll was supported by Fondation Mathématiques Jacques-Hadamard (FMJH) under PGMO Grant Robust Optimization for Control.
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Martínez-Legaz, J.E., Noll, D., Sosa, W. (2019). Non-polyhedral Extensions of the Frank and Wolfe Theorem. In: Bauschke, H., Burachik, R., Luke, D. (eds) Splitting Algorithms, Modern Operator Theory, and Applications. Springer, Cham. https://doi.org/10.1007/978-3-030-25939-6_12
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