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| A novel genetic clustering algorithm with variable-length chromosome representation | |
| Zhang, Ming-An (1); Deng, Yong (1); Chang, Dong-Xia (2) | |
| 2014 | |
| Conference Name | 16th Genetic and Evolutionary Computation Conference, GECCO 2014 |
| Pages | 1483-1484 |
| Conference Date | July 12, 2014 - July 16, 2014 |
| Conference Place | Vancouver, BC, Canada |
| Indexed Type | EI |
| Publish Place | Association for Computing Machinery |
| ISBN | 9781450328814 |
| Department | (1) Institute of Software, Chinese Academy of Sciences, 4# South Fourth Street, Zhongguancun, Beijing 100190, China; (2) Institute of Information Science, Beijing Jiaotong University, No.3 Shang Yuan Cun, Hai Dian District Beijing 100040, China |
| English Abstract | The paper proposed a new genetic clustering algorithm with variable-length chromosome representation(GCVCR), which can automatically evolve and find the optimal number of clusters as well as proper cluster centers of the data set. A new clustering criterion based on message passing between data points and the candidate centers described by the chromosome are presented to make the clustering problem more effective. The simulation results show the effectiveness of the proposed algorithm.; The paper proposed a new genetic clustering algorithm with variable-length chromosome representation(GCVCR), which can automatically evolve and find the optimal number of clusters as well as proper cluster centers of the data set. A new clustering criterion based on message passing between data points and the candidate centers described by the chromosome are presented to make the clustering problem more effective. The simulation results show the effectiveness of the proposed algorithm. |
| Language | 英语 |
| Content Type | 会议论文 |
| URI | http://ir.iscas.ac.cn/handle/311060/16578 |
| Collection | 中国科学院软件研究所 |
| Recommended Citation GB/T 7714 | Zhang, Ming-An ,Deng, Yong ,Chang, Dong-Xia . A novel genetic clustering algorithm with variable-length chromosome representation[C]. Association for Computing Machinery,2014:1483-1484. |
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