Title :
On the approximability of trade-offs and optimal access of Web sources
Author :
Papadimitriou, Christos H. ; Yannakakis, Mihalis
Author_Institution :
Dept. of Comput. Sci., California Univ., Berkeley, CA, USA
Abstract :
We study problems in multiobjective optimization, in which solutions to a combinatorial optimization problem are evaluated with respect to several cost criteria, and we are interested in the trade-off between these objectives (the so-called Pareto curve). We point out that, under very general conditions, there is a polynomially succinct curve that ε-approximates the Pareto curve, for any ε>0. We give a necessary and sufficient condition under which this approximate Pareto curve can be constructed in time polynomial in the size of the instance and 1/ε. In the case of multiple linear objectives, we distinguish between two cases: when the underlying feasible region is convex, then we show that approximating the multi-objective problem is equivalent to approximating the single-objective problem. If however the feasible region is discrete, then we point out that the question reduces to an old and recurrent one: how does the complexity of a combinatorial optimization problem change when its feasible region is intersected with a hyperplane with small coefficients; we report some interesting new findings in this domain. Finally, we apply these concepts and techniques to formulate and solve approximately a cost-time-quality trade-off for optimizing access to the World-Wide Web, in a model first studied by Etzioni et al. (1996) (which was actually the original motivation for this work)
Keywords :
combinatorial mathematics; computational complexity; information resources; information retrieval; optimisation; Pareto curve; Web sources; World-Wide Web; approximability; combinatorial optimization problem; complexity; cost criteria; cost-time-quality trade-off; hyperplane; multiobjective optimization; multiple linear objectives; optimal access; polynomially succinct curve; trade-offs; Computer science; Cost function; Delay effects; Microeconomics; Operations research; Pareto optimization; Polynomials; Sufficient conditions;
Conference_Titel :
Foundations of Computer Science, 2000. Proceedings. 41st Annual Symposium on
Conference_Location :
Redondo Beach, CA
Print_ISBN :
0-7695-0850-2
DOI :
10.1109/SFCS.2000.892068