Inverse optimization: towards the optimal parameter set of inverse LP with interval coefficients

作者: Michal Černý , Milan Hladík

DOI: 10.1007/S10100-015-0402-Y

关键词:

摘要: We study the inverse optimization problem in following formulation: given a family of parametrized problems and real number called demand, determine for which values parameters optimal value objective function equals to demand. formulate general questions about parameter set function. Then we turn our attention case linear programming, when can be selected from intervals (“inverse interval LP”). prove that is NP-hard not only general, but even very special case. inspect three cases—the appear right-hand sides, function, both sides design technique based on parametric allows us set. illustrate theory by examples.

参考文章(25)
J. Ramík, Miroslav Fiedler, J. Nedoma, Karel Zimmermann, J. Rohn, Linear Optimization Problems with Inexact Data ,(2006)
František Nožička, Theorie der linearen parametrischen Optimierung Akademie-Verlag. ,(1974)
Amin Mostafaee, Milan Hladík, Michal Černý, Inverse linear programming with interval coefficients Journal of Computational and Applied Mathematics. ,vol. 292, pp. 591- 608 ,(2016) , 10.1016/J.CAM.2015.07.034
R. Baker Kearfott, Ramon E. Moore, Michael J. Cloud, Introduction to Interval Analysis ,(2009)
Virginie Gabrel, Cécile Murat, Nabila Remli, Linear programming with interval right hand sides International Transactions in Operational Research. ,vol. 17, pp. 397- 408 ,(2010) , 10.1111/J.1475-3995.2009.00737.X
L. Collatz, F. Nožiêka/J. Guddat/H. Hollatz/B. Bank, Theorie der linearen parametrischen Optimierung. 312 S., Berlin 1974. Akademie-Verlag. Preis 52,- M ZAMM - Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik. ,vol. 56, pp. 125- 126 ,(2007) , 10.1002/ZAMM.19760560215
Milan Hladík, Multiparametric linear programming: Support set and optimal partition invariancy European Journal of Operational Research. ,vol. 202, pp. 25- 31 ,(2010) , 10.1016/J.EJOR.2009.04.019
Shabbir Ahmed, Yongpei Guan, The inverse optimal value problem Mathematical Programming. ,vol. 102, pp. 91- 110 ,(2005) , 10.1007/S10107-004-0515-X
Sándor Bozóki, János Fülöp, Attila Poesz, On pairwise comparison matrices that can be made consistent by the modification of a few elements Central European Journal of Operations Research. ,vol. 19, pp. 157- 175 ,(2011) , 10.1007/S10100-010-0136-9