Learning dynamic Bayesian network with immune evolutionary algorithm

被引:0
|
作者
Jia, HY [1 ]
Liu, DY [1 ]
Yu, P [1 ]
机构
[1] Jilin Univ, Sch Comp Sci & Technol, Key Lab Symbol Comp & Knowledge Engn, Minist Educ, Changchun 130023, Peoples R China
关键词
dynamic Bayesian network; structural learning; immune evolutionary algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dynamic Bayesian Networks (DBNs) are directed graphical models of stochastic processes, How to learn the structure of DBNs from data is a hot problem of research. In this paper the author presents an Immune evolutionary algorithm for learning the network structure of DBNs. The results of contrast experiment prove that the constringency rate is more rapid than EGA-DBN algorithms.
引用
收藏
页码:2934 / 2938
页数:5
相关论文
共 50 条
  • [31] Bayesian network model structure based on binary evolutionary algorithm
    Yao, Yongna
    PEERJ COMPUTER SCIENCE, 2023, 9
  • [32] Evolutionary optimization algorithm using MHC and Immune Network
    Toma, N
    Endo, S
    Yamada, K
    Miyagi, H
    IECON 2000: 26TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4: 21ST CENTURY TECHNOLOGIES AND INDUSTRIAL OPPORTUNITIES, 2000, : 2849 - 2854
  • [33] Learning Bayesian Network Structure Using a Cloud-based Adaptive Immune Genetic Algorithm
    Song, Qin
    Lin, Feng
    Sun, Wei
    Chang, K. C.
    SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION XX, 2011, 8050
  • [34] Learning Bayesian networks with the combination of evolutionary algorithm and EMI method
    Tian Fengzhan
    Yu Jian
    Huang Houkuan
    CHINESE JOURNAL OF ELECTRONICS, 2008, 17 (03): : 437 - 442
  • [35] Extending evolutionary programming methods to the learning of dynamic Bayesian networks
    Tucker, A
    Liu, XH
    GECCO-99: PROCEEDINGS OF THE GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 1999, : 923 - 929
  • [36] Learning dynamic Bayesian networks structure based on Bayesian optimization algorithm
    Gao, Song
    Xiao, Qinkun
    Pan, Quan
    Li, Qingguo
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 2, PROCEEDINGS, 2007, 4492 : 424 - +
  • [37] A review on evolutionary algorithms in Bayesian network learning and inference tasks
    Larranaga, Pedro
    Karshenas, Hossein
    Bielza, Concha
    Santana, Roberto
    INFORMATION SCIENCES, 2013, 233 : 109 - 125
  • [38] A New Evolutionary Computation Based Approach for Learning Bayesian Network
    Zhu, Yungang
    Liu, Dayou
    Jia, Haiyang
    CEIS 2011, 2011, 15
  • [39] Bayesian network structure learning by dynamic programming algorithm based on node block sequence constraints
    He, Chuchao
    Di, Ruohai
    Li, Bo
    Neretin, Evgeny
    CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY, 2024, 9 (06) : 1605 - 1622
  • [40] A Clustering Algorithm Based on Bayesian Network Learning System
    Huang, Yuyan
    Li, Yingmei
    Shao, Jingbo
    Ding, Jinfeng
    Wang, Jianhua
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 557 - 559