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Heuristic certificates via approximations
Sh. Dolev, M. Kogan-Sadetsky Department of Computer Science, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
Abstract:
This paper suggests a new framework in which the quality of a (not necessarily optimal) heuristic solution is certified by an approximation algorithm. Namely, a result of a heuristic solution is accompanied by a scale obtained from an approximation algorithm. The creation of a scale is efficient while getting a solution from an approximation algorithm is usually concerned with long calculation relatively to heuristics approach. On the other hand, a result obtained by heuristics without scale might be useless. The criteria for choosing an approximation scheme for producing a scale have been investigated. To obtain a scale in practice, not only approximations have been examined by their asymptotic behavior but also relations as a function of an input size of a given problem. For study case only, heuristic and approximation algorithms for the SINGLE KNAPSACK, MAX 3-SAT, and MAXIMUM BOUNDED THREE-DIMENSIONAL MATCHING (MB3DM) NP-hard problems have been examined. The certificates for the heuristic runs have been obtained by using fitting approximations.
Keywords:
heuristics; approximation algorithm; optimal solution; approximation preserving reducibility.
Received: 12.01.2015
Citation:
Sh. Dolev, M. Kogan-Sadetsky, “Heuristic certificates via approximations”, Inform. Primen., 9:1 (2015), 15–27
Linking options:
https://www.mathnet.ru/eng/ia354 https://www.mathnet.ru/eng/ia/v9/i1/p15
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Abstract page: | 233 | Full-text PDF : | 63 | References: | 46 | First page: | 4 |
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