电气工程 |
|
|
|
|
基于混合遗传鱼群算法的贝叶斯网络结构学习 |
郭童,林峰 |
浙江大学 电气工程学院,浙江 杭州 310027 |
|
Bayesian network structure learning based on hybrid genetic
and fish swarm algorithm |
GUO Tong,LIN Feng |
School of Electrical Engineering, Zhejiang University, Hangzhou 310027, China |
[1] HECKMAN D,WELLMAN M. Bayesian networks [J]. CACM,1995,38(3):27-30.
[2] FRIDEMAN N,LINIAL M,NACHMAN I. Using Bayesian networks to analyze data [J]. Journal of Computational Biology,2007(3):601-620.
[3] CHICKERING D M,HECKERMAN D,MEEK C. Large-sample learning of Bayesian networks is NP-hard [J]. Journal of Machine Learning Research,2004(5):1287-1330.
[4] CHENG J, BELL D A, LIU W. An algorithm for Bayesian belief network construction from data [C]∥Proceedings of the 6th International Workshop on Artificial Intelligence and Statistics. Lauderdale,Florida:[s. n.],1997:83-90 .
[5] CHOW C,LIU C. Approximation discrete probability distributions with dependence trees [J]. IEEE Transactions on Information Theory,1968,14(3):462-467.
[6] LARRANAGA P,POZA M,YURRAMENDI Y,et al. Structure learning of Bayesian networks by genetic algorithms:a performance analysis of control parameters [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,1996,18(9):912-926.
[7] 李晓磊,邵之江,钱积新. 一种基于动物自治体的寻优模式:鱼群算法[J] . 系统工程理论与实践, 2002(11):32-38.
LI Xiao-lei,SHAO Zhi-jiang,QIAN Ji-xin.An optimizing method based on autonomous animats:fish swarm algorithm [J]. Systems Engineering: Theory and Practice,2002(11):32-38.
[8] 李德毅,孟海军,史雪梅. 隶属云和隶属云发生器[J]. 计算机研究与发展,1995,32(6):15-20 .
LI De-yi,MENG Hai-jun,SHI Xue-mei. Membership clouds and membership cloud generators [J]. Journal of Computer Research and Development,1995,32(6):15-20.
[9] 许丽佳,黄建国,王厚军,等. 混合优化的贝叶斯网络结构学习[J]. 计算机辅助设计与图形学学报, 2009,21(5):633-639.
XU Li-jia,HUANG Jian-guo,WANG Hou-jun, et al. Hybrid optimized algorithm for learning Bayesian network structure [J]. Journal of Computer-aided design and Computer Graphics,2009, 21(5):633-639.
[10] 沈佳杰,林峰.基于混合自适应Memetic算法的贝叶斯网络结构学习[J].系统工程与电子技术,2012, 34(6): 1293-1298.
SHEN Jia-jie,LIN Feng. Structure learning of Bayesian network using adaptive hybrid memetic algorithm [J]. Systems Engineering and Electronics,2012,34(6):1293-1298.
[11] 戴朝华,朱云芳,陈维荣.云自适应遗传算法[J] .控制理论与应用, 2007,24(4):646-650.
DAI Chao-hua,ZHU Yun-fang,CHEN Wei-rong. Adaptive genetic algorithm based on cloud theory [J]. Control Theory and Applications,2007,24(4):646650.
[12] 王翔,郑建国,张超群,等.采用约束蚁群优化的贝叶斯网结构学习算法[J].西安交通大学学报,2011,45(8):54-61.
WANG Xiang,ZHENG Jian-guo,ZHANG Chao-qun, et al. A constrained ant colony optimization algorithm for learning Bayesian networks [J]. Journal of Xi’an Jiaotong University,2011,45(8):54-61.
[13] 邸若海,高晓光.基于限制型粒子群优化的贝叶斯网络结构学习[J].系统工程与电子技术,2011,33(11):2423-2427.
DI Ruo-hai, GAO Xiao-guang. Bayesian network structure learning based on restricted particle swarm optimization [J]. Systems Engineering and Electronics,2011,33(11):2423-2427.
[14] CHICKERING D M. Optimal structure identification with greedy search [J]. Journal of Machine Learning Research,2002,3:507-554. |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|