Abstract
Given a generalized minimum cost flow problem, the corresponding inverse problem is to find a minimal adjustment of the cost function so that the given generalized flow becomes optimal to the problem. In this paper, we consider both types of the weighted Hamming distances for measuring the adjustment. In the sum-type case, it is shown that the inverse problem is APX-hard. In the bottleneck-type case, we present a polynomial time algorithm.
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Ahuja, R.K., Magnanti, T.L., Orlin, J.B.: Network Flows: Theory, Algorithms, and Applications. Prentice Hall, New Jersey (1993)
Ahuja, R.K., Orlin, J.B.: Inverse optimization. Oper. Res. 49, 771–783 (2001)
Aman, M., Tayyebi, J.: Capacity inverse minimum cost flow problem under the weighted Hamming distances. Iran. J. Oper. Res. 5, 12–25 (2014)
Guler, C., Hamacher, H.W.: Capacity inverse minimum cost flow problem. J. Comb. Optim. 19, 43–59 (2010)
Heuberger, C.: Inverse combinatorial optimization: a survey on problems, methods, and results. J. Comb. Optim. 8, 329–361 (2004)
Hochbaumand, D.S., Naor, J.: Simple and fast algorithms for linear and integer programs with two variables per inequality. SIAM. J. Comput. 23, 1179–1192 (1994)
Jiang, Y., Liu, L., Wuc, B., Yao, E.: Inverse minimum cost flow problems under the weighted Hamming distance. Eur. J. Oper. Res. 207, 50–54 (2010)
Liu, L., Yao, E.: Capacity inverse minimum cost flow problems under the weighted Hamming distance. Optim. Lett. 10, 1257–1268 (2016)
Tayyebi, J., Aman, M.: On inverse linear programming problems under the bottleneck-type weighted Hamming distance. Discr. Appl. Math (2016). https://doi.org/10.1016/j.dam.2015.12.017
Zhang, J., Liu, Z.: Calculating some inverse linear programming problem. J. Comput. Appl. Math. 72, 261–273 (1996)
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We thank the anonymous referees for giving valuable comments and suggestions to improve the presentation of this paper.
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Karimi, M., Aman, M. & Dolati, A. Inverse Generalized Minimum Cost Flow Problem Under the Hamming Distances. J. Oper. Res. Soc. China 7, 355–364 (2019). https://doi.org/10.1007/s40305-018-0231-5
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DOI: https://doi.org/10.1007/s40305-018-0231-5