SMALL APPROXIMATE PARETO SETS FOR BIOBJECTIVE SHORTEST PATHS AND OTHER PROBLEMS

被引:40
作者
Diakonikolas, Ilias [1 ]
Yannakakis, Mihalis [1 ]
机构
[1] Columbia Univ, Dept Comp Sci, New York, NY 10027 USA
关键词
multiobjective optimization; approximate Pareto set; biobjective shortest path; SCHEME;
D O I
10.1137/080724514
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We investigate the problem of computing a minimum set of solutions that approximates within a specified accuracy epsilon the Pareto curve of a multiobjective optimization problem. We show that for a broad class of biobjective problems ( containing many important widely studied problems such as shortest paths, spanning tree, matching, and many others), we can compute in polynomial time an epsilon-Pareto set that contains at most twice as many solutions as the minimum set. Furthermore we show that the factor of 2 is tight for these problems; i.e., it is NP-hard to do better. We present upper and lower bounds for three or more objectives, as well as for the dual problem of computing a specified number k of solutions which provide a good approximation to the Pareto curve.
引用
收藏
页码:1340 / 1371
页数:32
相关论文
共 49 条
[1]   Decision-making based on approximate and smoothed Pareto curves [J].
Ackermann, Heiner ;
Newman, Alantha ;
Roeglin, Heiko ;
Voecking, Berthold .
THEORETICAL COMPUTER SCIENCE, 2007, 378 (03) :253-270
[2]  
Aissi H., 2005, PROC ISAAC, P789
[3]  
AISSI H, 2005, P 13 ANN EUR S ALG, P862
[4]   On the approximate tradeoff for bicriteria batching and parallel machine scheduling problems [J].
Angel, E ;
Bampis, E ;
Kononov, A .
THEORETICAL COMPUTER SCIENCE, 2003, 306 (1-3) :319-338
[5]  
Angel E., 2001, PROC ESA, P194
[6]  
[Anonymous], 2005, MULTICRITERIA OPTIMI
[7]  
ARCHER AF, 2007, COMMUNICATION
[8]  
Archi A, 2001, PROCEEDINGS OF THE XLV RENCONTRE ASSYRIOLOGIQUE INTERNATIONALE, PT I, P1
[9]   Multicriteria global minimum cuts [J].
Armon, Amitai ;
Zwick, Uri .
ALGORITHMICA, 2006, 46 (01) :15-26
[10]   DENSITY AND DIMENSION [J].
ASSOUAD, P .
ANNALES DE L INSTITUT FOURIER, 1983, 33 (03) :233-282