Authors
Sergei Vassilvitskii, Mihalis Yannakakis
Publication date
2005/12/8
Journal
Theoretical Computer Science
Volume
348
Issue
2-3
Pages
334-356
Publisher
Elsevier
Description
Trade-off (aka Pareto) curves are typically used to represent the trade-off among different objectives in multiobjective optimization problems. Although trade-off curves are exponentially large for typical combinatorial optimization problems (and infinite for continuous problems), it was observed in Papadimitriou and Yannakakis [On the approximability of trade-offs and optimal access of web sources, in: Proc. 41st IEEE Symp. on Foundations of Computer Science, 2000] that there exist polynomial size ε approximations for any ε>0, and that under certain general conditions, such approximate ε-Pareto curves can be constructed in polynomial time. In this paper we seek general-purpose algorithms for the efficient approximation of trade-off curves using as few points as possible. In the case of two objectives, we present a general algorithm that efficiently computes an ε-Pareto curve that uses at most 3 times the number of …
Total citations
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Scholar articles
S Vassilvitskii, M Yannakakis - Theoretical Computer Science, 2005
S Vassilvitskii, M Yannakakis - International Colloquium on Automata, Languages …, 2004