Diversity Metrics in Multi-objective Optimization: Review and Perspective
文献类型：会议论文
| 作者 | Jingyu Yan ; Chongguo Li ; Zhi Wang ; Lei Deng ; Demin Sun |
| 出版日期 | 2007 |
| 会议名称 | Proceedings of the 2007 IEEE International Conference on Integration Technology |
| 会议地点 | Shenzhen, China |
| 英文摘要 | In literature, many diversity metrics have been proposed to evaluate the optimization results of multi-objective problems. However, it has been proved that there exists no unary quality measure that is able to indicate whether an approximation A is better than an approximation B, even when we consider a finite combination of unary measure. In this paper, we review several popular diversity metrics and give each one a counterexample to show their failures. To make diversity metrics more theoretic and systematic, three possible novel ways are proposed to improve the quality of diversity metrics, including combination of metrics, At-least-one-solution metric and metrics based on distribution test. |
| 收录类别 | EI |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/2096]  |
| 专题 | 深圳先进技术研究院_集成所 |
| 推荐引用方式 GB/T 7714 | Jingyu Yan,Chongguo Li,Zhi Wang,et al. Diversity Metrics in Multi-objective Optimization: Review and Perspective[C]. 见:Proceedings of the 2007 IEEE International Conference on Integration Technology. Shenzhen, China. |
入库方式： OAI收割
来源：深圳先进技术研究院
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