Title :
A Fast Algorithm for Computing the Contribution of a Point to the Hypervolume
Author :
Zhou, Xiuling ; Mao, Ning ; Li, Wenjuan ; Sun, Chengyi
Author_Institution :
Beijing City Univ., Beijing
Abstract :
A fast algorithm, called the contribution of a point to the hypervolume by slicing objective (CHSO) algorithm, is presented for computing the contribution of a point to the hypervolume directly. It is based on the same idea as HSO algorithm by processing the objectives in a front one at a time, rather than the points one at a time as in LAHC algorithm. It is shown that CHSO is much faster than LAHC for randomly generated data and benchmark data in three to eight objectives. So CHSO will enable the use of hypervolume as a diversity mechanism with larger population in more objectives.
Keywords :
decision theory; optimisation; contribution of a point to the hypervolume by slicing objective algorithm; diversity mechanism; Artificial intelligence; Sun;
Conference_Titel :
Natural Computation, 2007. ICNC 2007. Third International Conference on
Conference_Location :
Haikou
Print_ISBN :
978-0-7695-2875-5
DOI :
10.1109/ICNC.2007.20