Reference point specification in hypervolume calculation for fair comparison and efficient search

Ishibuchi，Hisao1,2; Imada，Ryo2; Setoguchi，Yu2; Nojima，Yusuke2

10.1145/3071178.3071264

2017-07-01

GECCO 2017 - Proceedings of the 2017 Genetic and Evolutionary Computation Conference

585-592

Berlin, Germany

1515 BROADWAY, NEW YORK, NY 10036-9998 USA

Association for Computing Machinery, Inc

Hypervolume has been frequently used as a performance indicator for comparing evolutionary multiobjective optimization (EMO) algorithms. Hypervolume has been also used in indicator-based algorithms. Whereas a reference point is needed for hypervolume calculation, its specification has not been discussed in detail from a viewpoint of fair comparison. This may be because a slightly worse reference point than the nadir point seems to work well. In this paper, we tackle this issue: How to specify a reference point for fair comparison. First we discuss an appropriate specification of a reference point for multiobjective problems. Our discussions are based on the well-known theoretical results about the optimal solution distribution for hypervolume maximization. Next we examine various specifications by computational experiments. Experimental results show that a slightly worse reference point than the nadir point works well only for test problems with triangular Pareto fronts. Then we explain why this specification is not always appropriate for test problems with inverted triangular Pareto fronts. We also report a number of solution sets obtained by SMS-EMOA with various specifications of a reference point.

Evolutionary multiobjective optimization Hypervolume

第一

英语

EI ; CPCI-S

Computer Science

Computer Science, Artificial Intelligence ; Computer Science, Software Engineering ; Computer Science, Theory & Methods

WOS:000530095200074

20173104005675

Evolutionary algorithms ; Specifications

Codes and Standards:902.2 ; Optimization Techniques:921.5

2-s2.0-85026354736

Scopus

1.Southern University of Science and Technology (SUSTech),Shenzhen, Guangdong,China
2.Osaka Prefecture University,Sakai, Osaka,Japan

Ishibuchi，Hisao,Imada，Ryo,Setoguchi，Yu,et al. Reference point specification in hypervolume calculation for fair comparison and efficient search[C]. 1515 BROADWAY, NEW YORK, NY 10036-9998 USA:Association for Computing Machinery, Inc,2017:585-592.