TY - GEN
T1 - An Improved Quantum-Inspired Evolutionary Algorithm for Data Clustering
AU - Chen, Yan Rong
AU - Tsai, Chun Wei
AU - Chiang, Ming Chao
AU - Yang, Chu Sing
N1 - Funding Information:
The authors would like to thank the anonymous reviewers for their valuable comments and suggestions on the paper. This work was supported in part by the Ministry of Science and Technology of Taiwan, R.O.C., under Contracts MOST106-2221-E-005-094, MOST107-2221-E-005-029, MOST106-2221-E-110-023, MOST107-2221-E-110-021, and MOST107-2218-E-005-018.
Publisher Copyright:
© 2018 IEEE.
PY - 2018/7/2
Y1 - 2018/7/2
N2 - An improved quantum-inspired evolutionary algorithm (iQEA) is presented in this paper to improve the clustering result of a data clustering problem. Like the other QEA-based algorithms, the iQEA uses Q-bits to denote the state of a quantum particle and Q-gate as an evolutionary operator to guide the search directions. Unlike the fixed rotation degree of QEAs, the rotation degree of iQEA will be changed at different iterations. Experimental results show that the iQEA is able to find a better result than all the other metaheuristic algorithms compared in this paper in terms of quality.
AB - An improved quantum-inspired evolutionary algorithm (iQEA) is presented in this paper to improve the clustering result of a data clustering problem. Like the other QEA-based algorithms, the iQEA uses Q-bits to denote the state of a quantum particle and Q-gate as an evolutionary operator to guide the search directions. Unlike the fixed rotation degree of QEAs, the rotation degree of iQEA will be changed at different iterations. Experimental results show that the iQEA is able to find a better result than all the other metaheuristic algorithms compared in this paper in terms of quality.
UR - http://www.scopus.com/inward/record.url?scp=85062243988&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85062243988&partnerID=8YFLogxK
U2 - 10.1109/SMC.2018.00578
DO - 10.1109/SMC.2018.00578
M3 - Conference contribution
AN - SCOPUS:85062243988
T3 - Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018
SP - 3411
EP - 3416
BT - Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018
Y2 - 7 October 2018 through 10 October 2018
ER -
