An Economics Approach to Hard Computational Problems

A general method for combining existing algorithms into new programs that are unequivocally preferable to any of the component algorithms in presented. This method, based on notions of risk in economics, offers a computational portfolio design procedure that can be used for a wide range of problems....

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Veröffentlicht in:Science (American Association for the Advancement of Science) 1997-01, Vol.275 (5296), p.51-54
Hauptverfasser: Huberman, Bernardo A., Lukose, Rajan M., Hogg, Tad
Format: Artikel
Sprache:eng
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Zusammenfassung:A general method for combining existing algorithms into new programs that are unequivocally preferable to any of the component algorithms in presented. This method, based on notions of risk in economics, offers a computational portfolio design procedure that can be used for a wide range of problems. Tested by solving a canonical NP-complete problem, the method can be used for problems ranging from the combinatorics of DNA sequencing to the completion of tasks in environments with resource contention, such as the World Wide Web.
ISSN:0036-8075
1095-9203
DOI:10.1126/science.275.5296.51